data analytics for iot - brighttalk webinar
TRANSCRIPT
![Page 1: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/1.jpg)
BIG-DATA ANALYTICS FOR IOT: MAKING SENSE OF DATA FROM SENSORS
Muralidhar Somisetty : CTO/Co-Founder, Innohabit Technologies
© 2017: Innohabit Technologies and/or it’s affiliates. All rights reserved.
![Page 2: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/2.jpg)
2
http://cdn2.hubspot.net/hubfs/338908/images/Blog_Pictures/Humor_in_IoT.jpg
Imagine Future: when things start to think☺
![Page 3: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/3.jpg)
Is Artificial Intelligence anAngel or Demon?
Man To Machine: Welcome to the Era of Intelligent Systems
![Page 4: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/4.jpg)
Agenda: Let’s step back to understand this evolution better…
When Data became really ‘Big-Data’?
What are the characteristics/complexities of Big-Data in IoT?
AI in IoT : Frameworks, Tools, Technologies
What are the use-cases of IoT with Analytics in Action?
What is the role of Analytics and How is it different in IoT context?
Conclusion
![Page 5: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/5.jpg)
“Welcome to the Internet
of Customers. Behind every
app, every device, and
every connection, is a
customer. Billions of
them. And each and every
one is speeding towards
the future.”
- Salesforce.com
A new wave of Internet generation: SMAC, IoT
Source: Salesforce.com
![Page 6: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/6.jpg)
Images: SmartInsight
Data Tsunami hit the shores faster than ever…
![Page 7: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/7.jpg)
Big data is defined as the collection of data sets so large and complex that it becomes difficult to process using on-hand database management tools or traditional data processing methods.
![Page 8: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/8.jpg)
IoT is adding more fuel to Big-Data Explosion
The growth on the Internet of Things (IoT) has been astonishing.
From Home to Cities,Wearables to Driverless Cars, Agriculture to Factories , more and more things are beingconnected and embedded with technology and generating big-data.
![Page 9: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/9.jpg)
Source: IoT World Forum (IBM, Cisco)
IoT Reference Architecture
![Page 10: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/10.jpg)
Big-Data Complexity and Characteristics in IoT
![Page 11: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/11.jpg)
IoT/Analytics System Architecture
![Page 12: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/12.jpg)
Data Analytics: Brain behind the IoT Systems.
Image Source:: Dr. Mazlan Abbas (IoT Evangelist / Speaker)
![Page 13: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/13.jpg)
ESSENSE OF DATA ANALYTICS
It is the process to uncover hidden patterns, unknown correlations, trends, and any other useful business information
“No one ever made a decision because of a number.
They need a story. The value of data lies in the narrative
of the story as to why and what to do next.”- James Richardson, Gartner Research Director
Data Analytics is the science (and art!) of applying statistical techniques to large data sets to obtain actionable insights for making smart decisions.
![Page 14: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/14.jpg)
Business Intelligence to Data Analytics
![Page 15: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/15.jpg)
What makes IoT Analytics different?
Source: Gartner BI Summit, 2016
![Page 16: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/16.jpg)
Why Analytics is so critical for IoT?
REAL-TIME/ FAST DATA IN MOTION
PERISHABLE DATA AND ITS SHELF LIFE
JUST-IN-TIME RESPONSEWITH ACTIONABLE INSIGHTS
Data at the Edge of IoT networks is lightning fast and time-sensitive
Making sense from endless sea of data from sensors is practically impossible without data analytics.
![Page 17: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/17.jpg)
Typical IoT Scenario: Abundance of Data , Scarcity of Insights
McKinsey reported on IoT analytics use cases and found that an oil rig with 30,000
sensors used only 1% of its data — that’s right, one percent.
![Page 18: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/18.jpg)
The Wheel of IoT : Sensing to Making Sense
Image Source:: i-scoop IOT guide
![Page 19: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/19.jpg)
IoT Use-Cases:Analytics in Action
DIVERSE APPLICATIONS
![Page 20: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/20.jpg)
Smart Wearables (Eg., Fitbit) Smart Assistants (Eg., Home, Echo)
Consumer IoT/Analytics Use-Case Scenarios
Smart Cam (Eg., Dropcam, GoPro)
• Lifestyle (Habit) Tracker • Emergency Care (advanced)• Behavioural Analytics • Predictive Analytics
• Interactive Chatbots • Smart Home + Skills App Platform • Voice Analytics • Deep/Reinforcement Learning
• Connected Cameras• Live Streaming + Social Media• Imaging/ Video Analytics • Optimization Algorithms
![Page 21: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/21.jpg)
IOT/Analytics @ Smart Home
Key Use-Cases:▪ Home Automation ▪ Energy Optimization ▪ Safety & Security ▪ Baby/Elderly Remote Care
Analytics in Action:▪ Embedded Intelligence in Sensors/Gateways▪ Real-Time Streaming Analytics ▪ Time Series Forecasting: Patterns, Anomaly▪ Decision Sciences at the Edge.
![Page 22: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/22.jpg)
Home Automation: Autonomous Vacuum Cleaners
• Learns Home Layout and Remembers It.• Adapts to Different Surfaces or New Items• Improvises on movement pattern for efficiency• Knows when to recharge and automatically docks itself
• Smart IoT Device controlled via remote Mobile App • Piezoelectric , Optical Onboard Sensors• Employs Machine Learning to Adapt and Improvise.
iRobot: Advanced Machine Learning in Action
![Page 23: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/23.jpg)
IoT/Analytics for Smart Cities: Increasing Quality of Public Life
Telecom Renewable Energy Water ResourcesRetail
Cloud Signage Prescriptive Analytics
Telco OSS/BSS
Geo-Fencing, Enterprise VAS 4G/5G IoT Applications
Personalized Shopping Experience Smart Signages, Seamless Checkout
Energy Efficiency, Operational Intelligence, Predictive Maintenance
Leakage Detection, Utilization Analytics, Predictive
Maintenance
Real-Time Streaming
Big-Data
IoT Stack Grid/Sensor Network
ML/DL Models
Push Notifications
![Page 24: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/24.jpg)
Smart Retail: Brick is the IoT AND Mortar is Data Analytics
Image Source: Cisco IoT Retail White Paper
Shopper ExpriencePlanogram ComplianceStaff Optimization
![Page 25: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/25.jpg)
Data Science in Action in Smart Retail
Engagement
• Footfall Demographics• Dynamic Classification• Dwell Time Analytics• Preferred Shopping Path• Sentiment Analysis
Personalization
• Shopper Profile • Purchase Patterns• Brand Affinity Analysis • Product/Offer Recommender
Optimization
• Audience Impressions• Campaign Effectiveness• Product Placement Strategies• Propensity, inference, trends,
engagement, reach, ranking, comparisons, etc.
![Page 26: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/26.jpg)
Industrial IoT/4.0: Connected Factories
Amazon embraced IoT/ Industry 4.0 streamlining their factory, fulfilment, shipping and storage experiences.
• Smart Storage Systems• Automated Order Fulfilment Centres• Supply Chain Optimization• Robotics, Drones in Action
• Baseline Analytics for Machine Performance • Automated Order Fulfilment Centres• Predictive Failure Detection of Various Machines • Deep Learning Algorithms in Action
Image Source: http://money.cnn.com/2016/10/06/technology/amazon-warehouse-robots/
![Page 27: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/27.jpg)
AI to IA: Value of Data Analytics in Industrial IoT
In the industrial space, there is a great deal of interest in using analytics to optimize asset maintenance, production operations, supply chain, product design, field service, and other areas.
![Page 28: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/28.jpg)
Top Analytics Use-Cases in Industrial IoT
Source: https://iot-analytics.com/product/industrial-analytics-report-201617/
![Page 29: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/29.jpg)
IoT /Analytics Top Use-Cases By Sector
![Page 30: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/30.jpg)
When AI meets IoT
Artificial Intelligence provides us the framework and tools to go beyond trivial real-time decision and automation use cases for IoT.
![Page 31: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/31.jpg)
Branches of Artificial Intelligence
![Page 32: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/32.jpg)
IOT ANALYTICS TECHNOLOGY/VENDOR CHOICES
![Page 33: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/33.jpg)
14/05/2016 STARTUP PRODUCT MANAGEMENT 33
Tools and Frameworks for Machine/Deep Learning
![Page 34: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/34.jpg)
ML Algorithms Mind Map: When to choose what?
Source: http://scikit-learn.org/
![Page 36: Data Analytics for IoT - BrightTalk Webinar](https://reader031.vdocuments.site/reader031/viewer/2022030318/5a6778c07f8b9a0a2e8b4a7b/html5/thumbnails/36.jpg)
Webinar Synopsis
Big data analytics is undoubtedly one of the most exciting areas in computing today, and remains an area of fast evolution. Thanks to the data deluge from millions of sensors from IoT networks, it is humanly impossible to analyse and make sense of the data from sensors without analytics tools and processes. In this webinar, we will go over basics of big-data analytics, how analytics is different from traditional data warehouses or business intelligence systems, different tiers of data analytics etc., We will also see different use-cases of IoT from Smart Home to Transporation to Smart City context and how analytics can be applied for various use-cases for actionable insights. Webinar also briefly touches upon machine learning tools / techniques that are available as-a-service on cloud today.