View
1
Download
0
Category
Preview:
Citation preview
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
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
AI is the New Normal – Why?
AI is the New Normal – Why?
2030WW GDP
*projected
$ 112 Tn
$ 15.7 Tn
AI
-Sizing the prize
PwC’s Global Artificial Intelligence Study: Exploiting the AI Revolution
27 June 2017
2018WW GDP
$ 80 Tn
-Sizing the prize
PwC’s Global Artificial Intelligence Study: Exploiting the AI Revolution
27 June 2017
AI is the New Normal – Why?
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
PwC’s Global Artificial Intelligence Study: Exploiting the AI Revolution
27 June 2017
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
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
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Our Mission in AWS is to put
Machine Learning in the hands
of every Developer
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Few Years Ago
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
2 Years Ago
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Every day we apply new AI/ML based
improvements to the Amazon business,
at a global scale through AWS
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Scout, a Machine Learning powered visual shopping tool for
personalised Recommendations …. www.amazon.com/scout
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
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
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
We set out to build a
Machine Learning platform that is
accessible to every Developer,
Data Scientist & IT Professional
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
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
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
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
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
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
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
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
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…
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Our Customers are actively Building
innovative ML based Intelligent
systems to empower their businesses,
at a global scale through AWS
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
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….
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
More ML happens on AWS than anywhere else
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Thank you!
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Barnam Bora
Recommended