azure machine learning and data journeys
TRANSCRIPT
Microsoft Azure Machine Learning and
What is Machine Learning (ML)
Solve extremely hard problems
Extract more value from Big Data
Drive a shift in business analytics
What is Machine Learning (ML)
Business
Knowledge
Data
Preparation
Modelling
Evaluation
Data
Understanding
Idea
Data
Publish
Machine Learning Process Model
Based on the CRISP-DM Model
Azure Machine Learning Service
APIML STUDIO
• Fully managed cloud service
• Accessed via a browser
• Best in class machine learning
algorithms
• Support for R/Python/SQL
• Collaborative data science
• Quickly deploy models as web
services
• Publish to a Gallery
What is Azure ML Studio
What can Azure ML do for you…?
Social network analysis
Weather forecasting
Healthcare outcomes
Predictive maintenance
Targeted advertising
Natural resource exploration
Fraud detection
Telemetry data analysis
Buyer propensity models
Churn analysis
Life sciences research
Web app optimization
Network intrusion detection
Smart meter monitoring
Available on Azure
This is Kyle.
Kyle manages a team that
maintains aircrafts.
His job is to make sure that his 100
aircrafts are running properly &
especially that the aircraft engines
don’t need service.
Kyle wants to prevent delays
due to mechanical issues so his
customers will be happy.
Sadly, engines occasionally show
signs of problems & must be taken
out of service for maintenance or
replacement.
To eliminate this occurrence, Kyle must maintain
operations & figure out the best way to utilize
resources in order to minimize delays due to mechanical
issues.
3. Which engines are likely to fail in the future?
1. How long did engines run in the past?
2. Which are showing signs of failure?
Azure
Data Factory
Historical Training Data fed into system
Real Time Data feeding in
1 4
2
3
With the visualization of Power BI, business owners can
easily examine the performance of their
entire company.
The Internet of Things and Stream Analytics connect data
directly from the source to a dashboard to constantly track
anomalies and asset performance in real-time.
Azure Machine Learning catches the problem before it
becomes a problem. It streamlines operations without
wasting resources.
Kyle is a happy man!
https://azure.microsoft.com/en-us/documentation/articles/iot-suite-predictive-overview/
https://azure.microsoft.com/en-us/documentation/articles/iot-suite-predictive-walkthrough/
Compute
Visualisation
Orchestration
Storage
Service bus
Event Hub
Data Factory
Power BI
Stream Analytics
HD Insight
Machine Learning
Virtual Machines Document DB
Feeds
IoT
Data Sources
Predictive Analytics
Azure
SQL Data Warehouse
Table Storage
Blob Storage
SQL Azure
Data Lake
Compute
Visualisation
Orchestration
Storage
Service bus
Event Hub
Data Factory
Power BI
Stream Analytics
HD Insight
Machine Learning
Virtual Machines Document DB
Feeds
IoT
Data Sources
Near real time analysis
Azure
SQL Data Warehouse
Table Storage
Blob Storage
SQL Azure
Data Lake
Compute
Visualisation
Orchestration
Storage
Service bus
Event Hub
Data Factory
Power BI
Stream Analytics
HD Insight
Machine Learning
Virtual Machines Document DB
Feeds
IoT
Data Sources
Big Data
Azure
SQL Data Warehouse
Table Storage
Blob Storage
SQL Azure
Data Lake
Thanks for your time