are you ready for ai? is ai ready for you? · are you ready for ai? develop data exploration...
TRANSCRIPT
![Page 1: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/1.jpg)
copy 2018 The MathWorks Inccopy 2015 The MathWorks Inc
Are you ready for AI
Is AI ready for you
Dr Mischa Kim
copy 2018 The MathWorks Inc
Alexa ndash
Write my Expo
keynote for me
copy 2018 The MathWorks Inc
Alexa ndash
Play Mozart 119136119135119136
copy 2018 The MathWorks Inc
Source Gartner Real Truth of Artificial Intelligence by Whit Andrews
Presented at Gartner Data amp Analytics Summit 2018 March 2018
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Artificial Intelligence
The capability of a machine to imitate
intelligent human behavior
copy 2018 The MathWorks Inc
Artificial Intelligence
The capability of a machine to match or exceed
intelligent human behavior
copy 2018 The MathWorks Inc
Artificial Intelligence Today
The capability of a machine to match or exceed
intelligent human behavior
by training a machine to learn the desired behavior
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Traditional Programming
COMPUTER
Program
Output
Data
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Machine Learning
COMPUTERProgram
Output
Data
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Machine Learning
COMPUTERModel
Output
Data
Artificial Intelligence Machine Learning
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
EVERYTHING
ELSE
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
DevelopAnalyze DataAccess Data Deploy
Data
Model
Output
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Develop
AI model
Modeling amp
simulation
Algorithm
development
Are you ready for AI
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
Caffe
copy 2018 The MathWorks Inc
Do you need AI
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each robot
bull Predict and fix failures before they happen
bull AI handles uncertainty and variability
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 2: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/2.jpg)
copy 2018 The MathWorks Inc
Alexa ndash
Write my Expo
keynote for me
copy 2018 The MathWorks Inc
Alexa ndash
Play Mozart 119136119135119136
copy 2018 The MathWorks Inc
Source Gartner Real Truth of Artificial Intelligence by Whit Andrews
Presented at Gartner Data amp Analytics Summit 2018 March 2018
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Artificial Intelligence
The capability of a machine to imitate
intelligent human behavior
copy 2018 The MathWorks Inc
Artificial Intelligence
The capability of a machine to match or exceed
intelligent human behavior
copy 2018 The MathWorks Inc
Artificial Intelligence Today
The capability of a machine to match or exceed
intelligent human behavior
by training a machine to learn the desired behavior
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Traditional Programming
COMPUTER
Program
Output
Data
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Machine Learning
COMPUTERProgram
Output
Data
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Machine Learning
COMPUTERModel
Output
Data
Artificial Intelligence Machine Learning
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
EVERYTHING
ELSE
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
DevelopAnalyze DataAccess Data Deploy
Data
Model
Output
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Develop
AI model
Modeling amp
simulation
Algorithm
development
Are you ready for AI
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
Caffe
copy 2018 The MathWorks Inc
Do you need AI
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each robot
bull Predict and fix failures before they happen
bull AI handles uncertainty and variability
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 3: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/3.jpg)
copy 2018 The MathWorks Inc
Alexa ndash
Play Mozart 119136119135119136
copy 2018 The MathWorks Inc
Source Gartner Real Truth of Artificial Intelligence by Whit Andrews
Presented at Gartner Data amp Analytics Summit 2018 March 2018
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Artificial Intelligence
The capability of a machine to imitate
intelligent human behavior
copy 2018 The MathWorks Inc
Artificial Intelligence
The capability of a machine to match or exceed
intelligent human behavior
copy 2018 The MathWorks Inc
Artificial Intelligence Today
The capability of a machine to match or exceed
intelligent human behavior
by training a machine to learn the desired behavior
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Traditional Programming
COMPUTER
Program
Output
Data
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Machine Learning
COMPUTERProgram
Output
Data
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Machine Learning
COMPUTERModel
Output
Data
Artificial Intelligence Machine Learning
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
EVERYTHING
ELSE
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
DevelopAnalyze DataAccess Data Deploy
Data
Model
Output
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Develop
AI model
Modeling amp
simulation
Algorithm
development
Are you ready for AI
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
Caffe
copy 2018 The MathWorks Inc
Do you need AI
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each robot
bull Predict and fix failures before they happen
bull AI handles uncertainty and variability
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 4: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/4.jpg)
copy 2018 The MathWorks Inc
Source Gartner Real Truth of Artificial Intelligence by Whit Andrews
Presented at Gartner Data amp Analytics Summit 2018 March 2018
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Artificial Intelligence
The capability of a machine to imitate
intelligent human behavior
copy 2018 The MathWorks Inc
Artificial Intelligence
The capability of a machine to match or exceed
intelligent human behavior
copy 2018 The MathWorks Inc
Artificial Intelligence Today
The capability of a machine to match or exceed
intelligent human behavior
by training a machine to learn the desired behavior
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Traditional Programming
COMPUTER
Program
Output
Data
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Machine Learning
COMPUTERProgram
Output
Data
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Machine Learning
COMPUTERModel
Output
Data
Artificial Intelligence Machine Learning
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
EVERYTHING
ELSE
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
DevelopAnalyze DataAccess Data Deploy
Data
Model
Output
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Develop
AI model
Modeling amp
simulation
Algorithm
development
Are you ready for AI
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
Caffe
copy 2018 The MathWorks Inc
Do you need AI
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each robot
bull Predict and fix failures before they happen
bull AI handles uncertainty and variability
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 5: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/5.jpg)
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Artificial Intelligence
The capability of a machine to imitate
intelligent human behavior
copy 2018 The MathWorks Inc
Artificial Intelligence
The capability of a machine to match or exceed
intelligent human behavior
copy 2018 The MathWorks Inc
Artificial Intelligence Today
The capability of a machine to match or exceed
intelligent human behavior
by training a machine to learn the desired behavior
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Traditional Programming
COMPUTER
Program
Output
Data
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Machine Learning
COMPUTERProgram
Output
Data
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Machine Learning
COMPUTERModel
Output
Data
Artificial Intelligence Machine Learning
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
EVERYTHING
ELSE
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
DevelopAnalyze DataAccess Data Deploy
Data
Model
Output
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Develop
AI model
Modeling amp
simulation
Algorithm
development
Are you ready for AI
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
Caffe
copy 2018 The MathWorks Inc
Do you need AI
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each robot
bull Predict and fix failures before they happen
bull AI handles uncertainty and variability
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 6: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/6.jpg)
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Artificial Intelligence
The capability of a machine to imitate
intelligent human behavior
copy 2018 The MathWorks Inc
Artificial Intelligence
The capability of a machine to match or exceed
intelligent human behavior
copy 2018 The MathWorks Inc
Artificial Intelligence Today
The capability of a machine to match or exceed
intelligent human behavior
by training a machine to learn the desired behavior
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Traditional Programming
COMPUTER
Program
Output
Data
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Machine Learning
COMPUTERProgram
Output
Data
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Machine Learning
COMPUTERModel
Output
Data
Artificial Intelligence Machine Learning
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
EVERYTHING
ELSE
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
DevelopAnalyze DataAccess Data Deploy
Data
Model
Output
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Develop
AI model
Modeling amp
simulation
Algorithm
development
Are you ready for AI
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
Caffe
copy 2018 The MathWorks Inc
Do you need AI
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each robot
bull Predict and fix failures before they happen
bull AI handles uncertainty and variability
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 7: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/7.jpg)
copy 2018 The MathWorks Inc
Artificial Intelligence
The capability of a machine to imitate
intelligent human behavior
copy 2018 The MathWorks Inc
Artificial Intelligence
The capability of a machine to match or exceed
intelligent human behavior
copy 2018 The MathWorks Inc
Artificial Intelligence Today
The capability of a machine to match or exceed
intelligent human behavior
by training a machine to learn the desired behavior
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Traditional Programming
COMPUTER
Program
Output
Data
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Machine Learning
COMPUTERProgram
Output
Data
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Machine Learning
COMPUTERModel
Output
Data
Artificial Intelligence Machine Learning
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
EVERYTHING
ELSE
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
DevelopAnalyze DataAccess Data Deploy
Data
Model
Output
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Develop
AI model
Modeling amp
simulation
Algorithm
development
Are you ready for AI
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
Caffe
copy 2018 The MathWorks Inc
Do you need AI
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each robot
bull Predict and fix failures before they happen
bull AI handles uncertainty and variability
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 8: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/8.jpg)
copy 2018 The MathWorks Inc
Artificial Intelligence
The capability of a machine to match or exceed
intelligent human behavior
copy 2018 The MathWorks Inc
Artificial Intelligence Today
The capability of a machine to match or exceed
intelligent human behavior
by training a machine to learn the desired behavior
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Traditional Programming
COMPUTER
Program
Output
Data
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Machine Learning
COMPUTERProgram
Output
Data
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Machine Learning
COMPUTERModel
Output
Data
Artificial Intelligence Machine Learning
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
EVERYTHING
ELSE
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
DevelopAnalyze DataAccess Data Deploy
Data
Model
Output
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Develop
AI model
Modeling amp
simulation
Algorithm
development
Are you ready for AI
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
Caffe
copy 2018 The MathWorks Inc
Do you need AI
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each robot
bull Predict and fix failures before they happen
bull AI handles uncertainty and variability
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 9: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/9.jpg)
copy 2018 The MathWorks Inc
Artificial Intelligence Today
The capability of a machine to match or exceed
intelligent human behavior
by training a machine to learn the desired behavior
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Traditional Programming
COMPUTER
Program
Output
Data
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Machine Learning
COMPUTERProgram
Output
Data
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Machine Learning
COMPUTERModel
Output
Data
Artificial Intelligence Machine Learning
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
EVERYTHING
ELSE
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
DevelopAnalyze DataAccess Data Deploy
Data
Model
Output
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Develop
AI model
Modeling amp
simulation
Algorithm
development
Are you ready for AI
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
Caffe
copy 2018 The MathWorks Inc
Do you need AI
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each robot
bull Predict and fix failures before they happen
bull AI handles uncertainty and variability
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 10: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/10.jpg)
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Traditional Programming
COMPUTER
Program
Output
Data
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Machine Learning
COMPUTERProgram
Output
Data
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Machine Learning
COMPUTERModel
Output
Data
Artificial Intelligence Machine Learning
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
EVERYTHING
ELSE
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
DevelopAnalyze DataAccess Data Deploy
Data
Model
Output
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Develop
AI model
Modeling amp
simulation
Algorithm
development
Are you ready for AI
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
Caffe
copy 2018 The MathWorks Inc
Do you need AI
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each robot
bull Predict and fix failures before they happen
bull AI handles uncertainty and variability
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 11: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/11.jpg)
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Machine Learning
COMPUTERProgram
Output
Data
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Machine Learning
COMPUTERModel
Output
Data
Artificial Intelligence Machine Learning
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
EVERYTHING
ELSE
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
DevelopAnalyze DataAccess Data Deploy
Data
Model
Output
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Develop
AI model
Modeling amp
simulation
Algorithm
development
Are you ready for AI
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
Caffe
copy 2018 The MathWorks Inc
Do you need AI
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each robot
bull Predict and fix failures before they happen
bull AI handles uncertainty and variability
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 12: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/12.jpg)
copy 2018 The MathWorks Inc
There are two ways to get a computer to do what you want
Machine Learning
COMPUTERModel
Output
Data
Artificial Intelligence Machine Learning
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
EVERYTHING
ELSE
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
DevelopAnalyze DataAccess Data Deploy
Data
Model
Output
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Develop
AI model
Modeling amp
simulation
Algorithm
development
Are you ready for AI
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
Caffe
copy 2018 The MathWorks Inc
Do you need AI
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each robot
bull Predict and fix failures before they happen
bull AI handles uncertainty and variability
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 13: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/13.jpg)
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
EVERYTHING
ELSE
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
DevelopAnalyze DataAccess Data Deploy
Data
Model
Output
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Develop
AI model
Modeling amp
simulation
Algorithm
development
Are you ready for AI
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
Caffe
copy 2018 The MathWorks Inc
Do you need AI
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each robot
bull Predict and fix failures before they happen
bull AI handles uncertainty and variability
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 14: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/14.jpg)
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
EVERYTHING
ELSE
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
DevelopAnalyze DataAccess Data Deploy
Data
Model
Output
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Develop
AI model
Modeling amp
simulation
Algorithm
development
Are you ready for AI
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
Caffe
copy 2018 The MathWorks Inc
Do you need AI
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each robot
bull Predict and fix failures before they happen
bull AI handles uncertainty and variability
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 15: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/15.jpg)
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
EVERYTHING
ELSE
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
DevelopAnalyze DataAccess Data Deploy
Data
Model
Output
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Develop
AI model
Modeling amp
simulation
Algorithm
development
Are you ready for AI
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
Caffe
copy 2018 The MathWorks Inc
Do you need AI
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each robot
bull Predict and fix failures before they happen
bull AI handles uncertainty and variability
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 16: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/16.jpg)
copy 2018 The MathWorks Inc
Are you ready for AI
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
EVERYTHING
ELSE
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
DevelopAnalyze DataAccess Data Deploy
Data
Model
Output
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Develop
AI model
Modeling amp
simulation
Algorithm
development
Are you ready for AI
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
Caffe
copy 2018 The MathWorks Inc
Do you need AI
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each robot
bull Predict and fix failures before they happen
bull AI handles uncertainty and variability
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 17: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/17.jpg)
copy 2018 The MathWorks Inc
Are you ready for AI
EVERYTHING
ELSE
Data
Model
Output
Access Data
Analyze Data
Develop
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
DevelopAnalyze DataAccess Data Deploy
Data
Model
Output
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Develop
AI model
Modeling amp
simulation
Algorithm
development
Are you ready for AI
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
Caffe
copy 2018 The MathWorks Inc
Do you need AI
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each robot
bull Predict and fix failures before they happen
bull AI handles uncertainty and variability
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 18: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/18.jpg)
copy 2018 The MathWorks Inc
Are you ready for AI
DevelopAnalyze DataAccess Data Deploy
Data
Model
Output
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Develop
AI model
Modeling amp
simulation
Algorithm
development
Are you ready for AI
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
Caffe
copy 2018 The MathWorks Inc
Do you need AI
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each robot
bull Predict and fix failures before they happen
bull AI handles uncertainty and variability
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 19: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/19.jpg)
copy 2018 The MathWorks Inc
Develop
AI model
Modeling amp
simulation
Algorithm
development
Are you ready for AI
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Deploy
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
Caffe
copy 2018 The MathWorks Inc
Do you need AI
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each robot
bull Predict and fix failures before they happen
bull AI handles uncertainty and variability
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 20: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/20.jpg)
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
Caffe
copy 2018 The MathWorks Inc
Do you need AI
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each robot
bull Predict and fix failures before they happen
bull AI handles uncertainty and variability
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 21: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/21.jpg)
copy 2018 The MathWorks Inc
Are you ready for AI
Develop
Data
exploration
Preprocessing
Analyze Data
Domain-specific
algorithms
Sensors
Files
Access Data
Databases
Desktop apps
Enterprise
systems
Deploy
Embedded
devices
AI model
Modeling amp
simulation
Algorithm
development
Caffe
copy 2018 The MathWorks Inc
Do you need AI
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each robot
bull Predict and fix failures before they happen
bull AI handles uncertainty and variability
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 22: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/22.jpg)
copy 2018 The MathWorks Inc
Do you need AI
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each robot
bull Predict and fix failures before they happen
bull AI handles uncertainty and variability
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 23: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/23.jpg)
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each robot
bull Predict and fix failures before they happen
bull AI handles uncertainty and variability
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 24: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/24.jpg)
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each robot
bull Predict and fix failures before they happen
bull AI handles uncertainty and variability
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 25: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/25.jpg)
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 26: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/26.jpg)
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 27: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/27.jpg)
copy 2018 The MathWorks Inc
What is crispiness
Crispy
Crushing Sound
+Crispy Enough
Soggy
=Crushing Force
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 28: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/28.jpg)
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 29: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/29.jpg)
copy 2018 The MathWorks Inc
Replicating human perception with machine learning
Technical University of Munich
Classification Learner
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 30: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/30.jpg)
copy 2018 The MathWorks Inc
Fresh
Soggy
SoggyFresh
Tru
e C
las
s
Predicted Class
93
91
91
91
89
95
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 31: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/31.jpg)
copy 2018 The MathWorks Inc
Are you ready for AI if yoursquove never used machine learning
No experience required
Use apps to try out all possible models
Use domain expertise and familiar tools to prepare data
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 32: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/32.jpg)
copy 2018 The MathWorks Inc
Find out more
ldquoMATLAB을이용한머신러닝 (기본)rdquo
ldquo복잡한문제를단순하게만드는MATLAB환경에서의머신러닝 (중급)rdquo
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 33: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/33.jpg)
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
You canrsquot identify features in your data
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 34: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/34.jpg)
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 35: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/35.jpg)
copy 2018 The MathWorks Inc
Use deep learning to identify features automatically
Feature extraction Classification
Crispy
Crispy enough
Soggy
Data
Machine Learning Workflow
Crispy
Crispy enough
Soggy
Deep neural network
95
3
2
hellip
Data
Deep Learning Workflow
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 36: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/36.jpg)
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 37: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/37.jpg)
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 38: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/38.jpg)
copy 2018 The MathWorks Inc
Traditional Approach
bull Geologists assess seven different metrics
bull Can take hours to analyze one site
bull Critical shortage of geologists
New Approach
bull Use deep learning to automatically
recognize metrics based on images
bull On-site evaluators decide with support
from deep learning
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 39: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/39.jpg)
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
Label each
sub-image
Split into
sub-images
Image
Weathering
Alteration
(1-4)
Fracture
Spacing
(1-5)
Fracture
State
(1-5)
3 3 2
4 1 1
2 3 2
3 3 2
⋮ ⋮ ⋮ ⋮
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 40: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/40.jpg)
copy 2018 The MathWorks Inc
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 41: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/41.jpg)
copy 2018 The MathWorks Inc
MATLAB Production Server
Efficient tunnel drilling with deep learning
Obayashi Corporation
AlexNetPRETRAINED MODEL
Ice cream Teapot Goose
Transfer learning
Custom NetworkWeathering alteration 4
Fracture spacing 3
Fracture state 2
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 42: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/42.jpg)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learningDeep learning in 5 lines of code
nnet = alexnet
cam = webcam
picture = snapshot(cam)
picture = imresize(picture[227 227])
label = classify(nnet picture)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 43: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/43.jpg)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Deep learning in 5 lines of code
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 44: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/44.jpg)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 45: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/45.jpg)
copy 2018 The MathWorks Inc
Are you ready for AI if you canrsquot identify features in your data
Deep learning
Transfer learning
Automation and AI to label data
Point cloud semantic segmentation
Classification
Car
Truck
Ground
Background
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 46: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/46.jpg)
copy 2018 The MathWorks Inc
Find out moreldquo개발에서 구현까지 MATLAB 환경에서의딥러닝rdquo
ldquo딥러닝을 활용한 영상 인식 응용프로그램개발 워크플로우rdquo
ldquoGPU 기반의 임베디드 하드웨어에서의 딥러닝및 코드 생성
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 47: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/47.jpg)
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
If you donrsquot have the right data
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 48: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/48.jpg)
copy 2018 The MathWorks Inc
AI for Predictive Maintenance
bull Measure the wear of each blade
bull Predict and fix failures before they happen
bull Canrsquot rely on failures in the field
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 49: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/49.jpg)
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Simulink model
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 50: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/50.jpg)
copy 2018 The MathWorks Inc
Predictive maintenance with synthetic failure data with
MATLAB amp Simulink
Measured data
Inject failures
Refine model
Simulink model
Failure data
Failure conditions
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 51: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/51.jpg)
copy 2018 The MathWorks Inc
Are you ready for AI if you donrsquot have the right data
Generate data with simulations
Simulation environment for
reinforcement learning
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 52: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/52.jpg)
copy 2018 The MathWorks Inc
Find out more
ldquo고장 진단 및 건전성 관리 기술 알고리즘개발에서 사물인터넷 환경 구성까지rdquo
ldquo물리모델 시뮬레이션을 활용한 고장 예측rdquo
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 53: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/53.jpg)
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 54: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/54.jpg)
copy 2018 The MathWorks Inc
Low-carbon homes
bull Generate power with fuel cell and solar panels
bull Store power in battery
bull Buy power when needed sell when extra
bull Record data on environment and energy usage
Goals
bull Minimize energy cost
bull Use EV battery for additional storage
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 55: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/55.jpg)
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 56: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/56.jpg)
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
HomeHome Energy Controller
Battery
command
Generated and consumed power
Stored energy
Electricity prices
Predicted
vehicle use
yen
Simscape Power SystemsModel predictive control
Mixed integer linear programming
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 57: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/57.jpg)
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Parallel
computing
1000 CSV Files
Access Data Deploy
PreprocessingClassification
Learner
Analyze Data
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 58: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/58.jpg)
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 59: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/59.jpg)
copy 2018 The MathWorks Inc
Optimizing home energy management system
Denso
Develop
Data
Simulink
Control
algorithms
Parallel
computing
1000 CSV Files
Access Data Deploy
Optimization
Preprocessing Embedded
devices
Classification
Learner
Analyze Data
Simscape Power
Systems
ldquoThe effort would have taken significantly longer if we
had used disparate tools
[MATLAB] enabled our team of domain experts who
lacked formal training in data science machine learning
and parallel computing to incorporate all these areas in
our design processrdquo
Akira Ito and Ryu Matsumoto
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 60: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/60.jpg)
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 61: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/61.jpg)
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 62: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/62.jpg)
copy 2018 The MathWorks Inc
Autonomous
Primary
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 63: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/63.jpg)
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 64: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/64.jpg)
copy 2018 The MathWorks Inc
++
Host computer ProsthesisProcessing laptop
Microphone
EMG
Drummer
Music
Exceeding human capabilities with a robotic drumming prosthesis
Georgia Tech Center for Music Technology
PID controller
AI algorithms
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 65: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/65.jpg)
copy 2018 The MathWorks Inc
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 66: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/66.jpg)
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning Easy programming
Apps
Domain expertise to prepare data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 67: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/67.jpg)
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 68: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/68.jpg)
copy 2018 The MathWorks Inc
Are you ready for AI if hellip
Yoursquove never used machine learning
You canrsquot identify features in your data
You donrsquot have the right data
Easy programming
Apps
Domain expertise to prepare data
Deep learning identifies features for you
Transfer learning works with less data
Use AI to label data
Generate failure data with simulations
Simulate environment for reinforcement learning
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI
![Page 69: Are you ready for AI? Is AI ready for you? · Are you ready for AI? Develop Data exploration Preprocessing Analyze Data Domain-specific algorithms Sensors Files Access Data Databases](https://reader035.vdocuments.site/reader035/viewer/2022063002/5f364ff4cd160a176d08a2e7/html5/thumbnails/69.jpg)
copy 2018 The MathWorks Inc
With MATLAB and Simulink you ARE ready for AI