Building Better Business Outcomes with AI and ML...AI is the New Normal –Why? 2030 WW GDP *projected $ 112 Tn $ 15.7 Tn AI-Sizing the prize PwC’s Global Artificial Intelligence

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Building Business Outcomes with AI & Machine Learning on AWS

Barnam BoraHead of AI & Machine Learning – Asia-PacificAmazon Web Services

AI is the New Normal

AI is the New Normal – Why?

2018WW GDP

$ 80 Tn

2030WW GDP

*projected

$ 112 Tn

-Sizing the prize

PwC’s Global Artificial Intelligence Study: Exploiting the AI Revolution

27 June 2017

2018WW GDP

$ 80 Tn



2030WW GDP

*projected

$ 112 Tn

$ 15.7 Tn

AI

-Sizing the prize


27 June 2017

2018WW GDP

$ 80 Tn

-Sizing the prize


27 June 2017


2030WW GDP

*projected

$ 112 Tn

$ 15.7 Tn

AI

The BUILDERS who embrace AI will be the engines of human acceleration.

14% OF

Human

Productivity

in 2030

2018WW GDP

$ 80 Tn

-Sizing the prize


27 June 2017


Reinforcement

Deep Learning

Machine Learning

Data Science

Artificial Intelligence

Data Science vs AI vs Machine Learning vs Deep Learning

Defining Machine Learning for Business Outcomes

Relevant Data

Domain Expertise

Intelligent Business

Systems

& Experiments

Automate - Repeated Decisions

Assist - Human Decisions

Prescribe - Process Improvements

Disrupt - Build Net-New Outcomes

B

U

S

I

N

E

S

S

V

A

L

U

E

Predict - Future Behavior


Our Mission in AWS is to put

Machine Learning in the hands

of every Developer


Few Years Ago


2 Years Ago



Every day we apply new AI/ML based

improvements to the Amazon business,

at a global scale through AWS


Amazon Scout, a Machine Learning powered visual shopping tool for

personalised Recommendations …. www.amazon.com/scout


Challenges that have so-far prevented organisations from adopting Machine Learning quickly?

Building and scaling ML

technology is

hard

Deploying and

operating models in

production is time-

consuming and

expensive

A lack of cost-

effective,

easy-to-use, and

scalable ML services

ML expertise is rare


We set out to build a

Machine Learning platform that is

accessible to every Developer,

Data Scientist & IT Professional


M L F R A M E W O R K S &

I N F R A S T R U C T U R E

A I S E R V I C E S

M L S E R V I C E SA M A Z O N

S A G E M A K E RG R O U N D T R U T H A L G O R I T H M S

N O T E B O O K S

M A R K E T P L A C E

U N S U P E R V I S E D

L E A R N I N G

S U P E R V I S E D

L E A R N I N G

R E I N F O R C E M E N T

L E A R N I N G

O P T I M I Z A T I O N

( N E O )

T R A I N I N G

H O S T I N G

D E P L O Y M E N T

F r am ew o r ks I nt er f ac es I nf r as t r u c t u r e

R E K O G N I T I O N

I M A G E

P O L L Y T R A N S C R I B E T R A N S L A T E C O M P R E H E N D L E XR E K O G N I T I O N

V I D E O

Vis ion Speech Language Chat-bots Forecast ing Recommendat ions

T E X T R A C T F O R E C A S T P E R S O N A L I Z E

E C 2 P 3

& P 3 D N

E C 2 C 5 F P G A s G R E E N G R A S S E L A S T I C

I N F E R E N C E

I N F E R E N T I A

Customers need a complete end-to-endMachine Learning stack




A I S E R V I C E S



N O T E B O O K S



L E A R N I N G

S U P E R V I S E D

L E A R N I N G


L E A R N I N G


( N E O )

T R A I N I N G

H O S T I N G

D E P L O Y M E N T



I M A G E


V I D E O



E C 2 P 3

& P 3 D N


I N F E R E N C E

I N F E R E N T I A





A I S E R V I C E S



N O T E B O O K S



L E A R N I N G

S U P E R V I S E D

L E A R N I N G


L E A R N I N G


( N E O )

T R A I N I N G

H O S T I N G

D E P L O Y M E N T



I M A G E


V I D E O



E C 2 P 3

& P 3 D N


I N F E R E N C E

I N F E R E N T I A





A I S E R V I C E S



N O T E B O O K S



L E A R N I N G

S U P E R V I S E D

L E A R N I N G


L E A R N I N G


( N E O )

T R A I N I N G

H O S T I N G

D E P L O Y M E N T



I M A G E


V I D E O



E C 2 P 3

& P 3 D N


I N F E R E N C E

I N F E R E N T I A


Amazon

Kinesis

AWS

Glue

Amazon

S3

Amazon

Glacier

Amazon

ECS

Amazon

EC2

Lambda

function

Amazon

DynamoDB

Amazon

RDS

Amazon

Redshift Amazon

Athena

Amazon ES

Amazon

EMR

Amazon

QuickSight

Amazon

Kinesis

Analytics

Amazon

Kinesis

Streams

Amazon

SageMaker

AI

Services

AWS

Batch

AWS IoT

AWS

Greengrass

Lambda

function

Ingest Store Compute Database Analyze Intelligence The Edge

ML is only a component of a overall complete

solution

AWS

DEEP LENS

and Many more…


Our Customers are actively Building

innovative ML based Intelligent

systems to empower their businesses,

at a global scale through AWS


Deployment time down

by 90% with Amazon

SageMaker

< 1 W E E K6 M O N T H S

BUILDERS can BUILD Intelligent Systems much faster with AWS….


More ML happens on AWS than anywhere else



Thank you!


Barnam Bora

Documents

Building Better Business Outcomes with AI and ML...AI is the New Normal –Why? 2030 WW GDP *projected $ 112 Tn $ 15.7 Tn AI-Sizing the prize PwC’s Global Artificial Intelligence