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