Marcus PS Nugroho

Technology Solution Professional

Microsoft Indonesia

From Data to Decisions with Azure Advanced Analytics

Contents

From Data to Action

Cortana Analytics Suite

Azure Machine Learning

Advanced Analytics in Education

THIS IS KARL

- USD 1M - USD 500 K - USD 0

Cloud

Stream Analytics

API Link

Event Hubs

Data Factory

Azure Machine Learning

Power BI

Excel

Field Data

Microsoft

Azure Portal

Blob Storage

EXAMPLE SOLUTIONS

Microsoft Azure Machine Learning

Delivering on one of the old dreams

of Microsoft co-founder Bill Gates:

Computers that can see, hear

and understand.

John PlattDistinguished scientist at

Microsoft Research

What is Machine Learning?

Predictive computingsystems become smarterwith experience

“

”

ObjectiveDetermine, with a high degree of accuracy,

whether a credit card transaction is fraudulent

Fraud Detection

Option• Develop software

• Use Machine Learning

What is the pattern?

1. The card was issued in US

2. Used in Russia

3. Cardholder is in his 20s

4. The amount > $1,000

Pattern Identification

Huge set-up costs of tools, expertise, and

compute/storage capacity create unnecessary

barriers to entry

Siloed and cumbersome data management

restricts access to data

Complex and fragmented tools limit

participation in exploring data and

building models

Many models never achieve business

value due to difficulties with deploying

to production

Expensive

Siloed

data

Fragmented

tools

Deployment

complexity

Break away

from industry

limitations

Make machine learning accessible to every enterprise, data scientist, developer, information worker, consumer, and device anywhere in the world.

Azure Machine Learning

Fully

managed

Easy to use Tested

solutions

Deploy in

minutes

No software to install,

no hardware to manage,

and one portal to view

and update

Simple drag, drop and

connect interface you

can access and share

from anywhere

Access to sample

experiments, tested

algorithms, support for

custom R, and over 350

R packages

Tooled for quick

deployment, hand-off

and updates

SQL Server

enables

data mining

Computers

work on users

behalf, filtering

junk email

Microsoft

Kinect can

watch users

gestures

Microsoft

launches

Azure Machine

Learning

Microsoft

search engine

built with

machine

learning

Bing Maps

ships with ML

traffic-

prediction

service

Successful,

real-time,

speech-to-

speech

translation

Microsoft & Machine Learning15 years of realizing innovation

John Platt, Distinguished scientist at

Microsoft Research

1999 201220082004 201420102005

Machine learning is pervasive throughout

Microsoft products.“

”

30

Machine Learning Process

31

Azure Machine Learning

32

Azure ML Studio

A real-time, highly scalable, and fully managed data-stream ingestion service.

A fully managed service that you can use to create, test, operate, and manage predictive analytic solutions in the cloud.

A real-time stream processing engine in the cloud that helps uncover insights from devices, sensors, infrastructure, and applications.

A relational database-as-a-service that delivers predictable performance, scalability, business continuity, data protection, and near-zero administration to cloud developers and solution architects.

An agile way to manage the production of trusted information from these complex processes, making it easier to create, orchestrate, and manage data-processing pipelines over a range of transformation services and diverse data sources.

A collection of online services and features that enables you to find and visualize data, share discoveries, and collaborate in intuitive new ways.

Real Time Energy Consumption Data

(Public Source)

Event Hub Stores Streaming

Data

Stream Analytics processes events as they arrive in the EventHub

AML Model Web Service BES endpoint

Power BI / D3 Dashboard

Data for

Real-time Processing

Data Stream

Job

Hourly Prediction

Updates

External Data Azure Services

Copy to Azure SQL

for batch predictions

Scrape Data

5 mins

Azure WebJob

Runs jobs to scrape

data from public source

Azure SQLContains Historical Energy

Consumption Data

Real time

data stats

Azure Data Factory Pipeline invokes AML

Web Service

Real Tim

eB

atc

h