Azure Machine Learning and Data Journeys

1. Microsoft Azure Machine Learning
and

2. What is Machine Learning (ML)
Solve extremely hard problems
Extract more value from Big Data
Drive a shift in business analytics

3. What is Machine Learning (ML)

4. Business
Knowledge
Data
Preparation
Modelling
Evaluation
Data
Understanding
Idea
Data
Publish
Machine Learning Process Model
Based on the CRISP-DM Model

5. Azure Machine Learning Service
APIML STUDIO

6. • 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

7. 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

8. Available on Azure

10. 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.

11. 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.

12. 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?

13. Azure
Data Factory
Historical Training Data
fed into system
Real Time Data feeding in
1 4
2
3

16. 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!

17. https://azure.microsoft.com/en-
us/documentation/articles/iot-suite-predictive-
overview/
https://azure.microsoft.com/en-
us/documentation/articles/iot-suite-predictive-
walkthrough/

19. 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

20. 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

21. 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

22. Thanks for your time