building a predictive analytics solution with azure ml

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Building a Predictive Analytics Solution with Azure ML Mona Soliman Habib Principal Data Scientist Microsoft Azure Machine Learning

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Page 1: Building a Predictive Analytics Solution with Azure ML

Building a Predictive Analytics Solution with Azure ML

Mona Soliman HabibPrincipal Data ScientistMicrosoft Azure Machine Learning

Page 2: Building a Predictive Analytics Solution with Azure ML
Page 3: Building a Predictive Analytics Solution with Azure ML

Predicting future performance from historical data

Recommenda-

tion engines

Advertising

analysis

Weather

forecasting for

business planning

Social network

analysis

IT infrastructure

and web app

optimization

Legal

discovery and

document

archiving

Pricing analysis

Fraud

detection

Churn

analysis

Equipment

monitoring

Location-based

tracking and

services

Personalized

Insurance

Predictive analytics should address the likelihood of something happening in the future, even if it is just an instant later…

Page 4: Building a Predictive Analytics Solution with Azure ML
Page 5: Building a Predictive Analytics Solution with Azure ML
Page 6: Building a Predictive Analytics Solution with Azure ML

Fully

managed

No software to install,

no hardware to manage,

and one portal to view

and update.

Integrated

Simple drag, drop and

connect interface for

Data Science. No need

for programming for

common tasks.

Best in Class

Algorithms +

R/Python

Built-in collection of

best of breed

algorithms. Support for

R/Python and popular

packages.

Deploy in

minutes

Operationalize models

with a single click.

Monetize in Machine

Learning Marketplace.

Page 7: Building a Predictive Analytics Solution with Azure ML

ML

Studio

API

M

Page 8: Building a Predictive Analytics Solution with Azure ML
Page 9: Building a Predictive Analytics Solution with Azure ML

Platform Services

Security & Management

Infrastructure Services

Web Apps

MobileApps

APIManagement

APIApps

LogicApps

NotificationHubs

Content DeliveryNetwork (CDN)

MediaServices

HDInsight MachineLearning

StreamAnalytics

DataFactory

EventHubs

MobileEngagement

ActiveDirectory

Multi-FactorAuthentication

Automation

Portal

Key Vault

BiztalkServices

HybridConnections

ServiceBus

StorageQueues

Store /Marketplace

HybridOperations

Backup

StorSimple

SiteRecovery

Import/Export

SQLDatabase

DocumentDB

RedisCache Search

Tables

SQL DataWarehouse

Azure AD Connect Health

AD PrivilegedIdentity Management

OperationalInsights

CloudServices

Batch Remote App

ServiceFabric Visual Studio

ApplicationInsights

Azure SDK

Team Project

VM Image Gallery& VM Depot

Page 10: Building a Predictive Analytics Solution with Azure ML