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S U M M I T
NEW DELHI
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
Drive Digital Transformation using ML
Manav Sehgal
Head of Solutions Architecture
AWS
Atanu Roy
AI/ML Specialist Solutions Architect
AWS
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
40% of digital transformation initiatives
supported by AI in 2019
—IDC 2018
InnovationDecision
making
Citizen
experience
C E N T E R P I E C E F O R D I G I T A L T R A N S F O R M A T I O N
Internal
operations
Citizen services
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
Our mission at AWS
Put machine learning in the
hands of every developer
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
W H Y A W S F O R M L ?
200 new features and services
launched this last year alone
Unmatched flexibility
Broadest and
deepest set of AI
and ML services
70% cost reduction
in data-labeling
10x faster performance
75% lower inference cost
Accelerate your
adoption of ML
with SageMaker
Built on the most
comprehensive cloud
platform optimized for ML
AWS holds the top spots
on Stanford’s benchmark
for fastest training time, lowest
cost, and lowest inference latency
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
10,000+ customers | 2x the customer references | 85% of TensorFlow projects on AWS
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
Bringing ML into your digital transformation requires a
new “stack” that makes it easier to put ML to work
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
FRAMEWORKS INTERFACES INFRASTRUCTURE
AI Services
Broadest and deepest set of capabilities
T H E A W S M L S T A C K
VISION SPEECH LANGUAGE CHATBOTS FORECASTING RECOMMENDATIONS
ML Services
ML Frameworks + Infrastructure
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
& C O M P R E H E N D
M E D I C A L
L E X F O R E C A S TR E K O G N I T I O N
I M A G E
R E K O G N I T I O N
V I D E O
T E X T R A C T P E R S O N A L I Z E
Ground Truth Notebooks Algorithms + Marketplace Reinforcement Learning Training Optimization Deployment HostingAmazon SageMaker
F P G A SA m a z o n E C 2
P 3 & P 3 D N
A m a z o n E C 2
G 4
A m a z o n E C 2
C 5
A W S
I N F E R E N T I A
A W S I O T
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
D L C O N T A I N E R S
& A M I s
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
Running inference
in production
Drives the majority of
cost for machine learning
INFERENCE
TRAINING
INFRASTRUCTURE
COSTS
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
COMING LATE 2019
Add GPU acceleration to any Amazon
EC2 instance for faster inference at
much lower cost (up to 75% savings)
Amazon
Elastic Inference
Custom high performance machine
learning inference chip that will
reduce the cost of inference by 10X
AWS Inferentia
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
Neo
Train once, run anywhere
A m a z o n S a g e M a k e r N e o
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
FRAMEWORKS INTERFACES INFRASTRUCTURE
AI Services
Broadest and deepest set of capabilities
T H E A W S M L S T A C K
VISION SPEECH LANGUAGE CHATBOTS FORECASTING RECOMMENDATIONS
ML Services
ML Frameworks + Infrastructure
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
& C O M P R E H E N D
M E D I C A L
L E X F O R E C A S TR E K O G N I T I O N
I M A G E
R E K O G N I T I O N
V I D E O
T E X T R A C T P E R S O N A L I Z E
Ground Truth Notebooks Algorithms + Marketplace Reinforcement Learning Training Optimization Deployment HostingAmazon SageMaker
F P G A SA m a z o n E C 2
P 3 & P 3 D N
A m a z o n E C 2
G 4
A m a z o n E C 2
C 5
A W S
I N F E R E N T I A
A W S I O T
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
D L C O N T A I N E R S
& A M I s
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
Bringing machine learning to all developers
A M A Z O N S A G E M A K E R
Collect and
prepare
training data
Choose and
optimize your
ML algorithm
Set up and manage
environments
for training
Train and
tune model
(trial and error)
Deploy
model in
production
Scale and manage
the production
environment
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
Bringing machine learning to all developers
A M A Z O N S A G E M A K E R
Collect and
prepare
training data
Choose and
optimize your
ML algorithm
Set up and manage
environments
for training
Train and
tune model
(trial and error)
Deploy
model in
production
Scale and manage
the production
environment
Pre-built
notebooks for
common problems
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
Bringing machine learning to all developers
A M A Z O N S A G E M A K E R
Collect and
prepare
training data
Choose and
optimize your
ML algorithm
Pre-built
notebooks for
common problems
Built-in, high
performance
algorithms
• K-Means Clustering
• Principal Component Analysis
• Neural Topic Modelling
• Factorization Machines
• Linear Learner (Regression)
• BlazingText
• Reinforcement learning
• XGBoost
• Topic Modeling (LDA)
• Image Classification
• Seq2Seq
• Linear Learner (Classification)
• DeepAR Forecasting
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
Bringing machine learning to all developers
A M A Z O N S A G E M A K E R
Set up and manage
environments
for training
Train and
tune model
(trial and error)
Deploy
model in
production
Scale and manage
the production
environment
One-click
training
Collect and
prepare
training data
Choose and
optimize your
ML algorithm
Pre-built
notebooks for
common problems
Built-in, high
performance
algorithms
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
Bringing machine learning to all developers
A M A Z O N S A G E M A K E R
Train and
tune model
(trial and error)
Deploy
model in
production
Scale and manage
the production
environment
Optimization
Set up and manage
environments
for training
One-click
training
Collect and
prepare
training data
Choose and
optimize your
ML algorithm
Pre-built
notebooks for
common problems
Built-in, high
performance
algorithms
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
Bringing machine learning to all developers
A M A Z O N S A G E M A K E R
Deploy
model in
production
Scale and manage
the production
environment
One-click
deployment
Train and
tune model
(trial and error)
Optimization
Set up and manage
environments
for training
One-click
training
Collect and
prepare
training data
Choose and
optimize your
ML algorithm
Pre-built
notebooks for
common problems
Built-in, high
performance
algorithms
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
Scale and manage
the production
environment
Fully managed with
auto scaling, health checks,
automatic handling
of node failures,
and security checks
Bringing machine learning to all developers
A M A Z O N S A G E M A K E R
Deploy
model in
production
One-click
deployment
Train and
tune model
(trial and error)
Optimization
Set up and manage
environments
for training
One-click
training
Collect and
prepare
training data
Choose and
optimize your
ML algorithm
Pre-built
notebooks for
common problems
Built-in, high
performance
algorithms
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
One-click
model training
and deployment
Train once
run anywhere
10x
better algorithm
performance
2x
performance increases from
model optimization with
Amazon SageMaker Neo
70%
cost reduction for data
labeling using Ground Truth
75%
cost reduction for inference with
Elastic Inference
REDUCE COSTS INCREASE PERFORMANCE EASE-OF-USE
C U S T O M M A C H I N E L E A R N I N G F O R P U B L I C S E C T O R
AMAZON SAGEMAKER
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
Natural Language
Processing
Grammar & Parsing Text OCR Computer Vision
Named Entity
Recognition
Video Classification
Speech Recognition Text-to-Speech Speaker Identification Text Classification 3D Images Anomaly Detection
Text Generation Object Detection Regression Text Clustering
Handwriting
Recognition
Ranking
O v e r 1 5 0 a l g o r i t h m s a n d m o d e l s
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
Identify use cases for Machine Learning.
Deliver successful ML-based outcomes for your citizens.
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
Help public institutions make a positive impact to the lives of citizens, by taking
a technology generation leap through use of AI / ML Services
Reinvent the
Technology Experience
Deliver Citizen
Impact at Scale
D I G I T A L T R A N S F O R M A T I O N P R I O R I T I E S
Create our Future
Workforce
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T © 2019 Amazon Web Services, Inc. or its affiliates. All rights reserved |
P U B L I C S E C T O R
S U M M I T
One of the challenges Wadhwani Institute for Artificial
Intelligence is tackling is infant mortality.
The institute plans to realise its vision of solving societal
problems and bringing the power of AI and cloud
computing to all.
Wadhwani AI
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T © 2019 Amazon Web Services, Inc. or its affiliates. All rights reserved |
P U B L I C S E C T O R
S U M M I T
India Urban Observatory, which is meant to enable data-
driven governance, leverages the AWS Cloud,
simplifying solution integration from multiple
partners, for 100+ cities across the country
Ministry of
Housing and
Urban Affairs
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
Robotic autonomous
race car
Racing LeagueVirtual simulator, to
train and experiment
An exciting way for developers to get hands-on experience with
reinforcement learning
A W S D E E P R A C E R
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
The world’s first deep learning
enabled video camera for developers
A W S D E E P L E N S
• Purpose-built for ML skills development
• Fully programmable and customizable
• Build custom Amazon SageMaker models
• 10 minutes to your first deep learning project
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
YouCode Intelligence Solutions uses AWS
DeepLens to teach AI and robotics skills to
students in rural areas of India.
YouCode
Intelligence
Solutions
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
FRAMEWORKS INTERFACES INFRASTRUCTURE
AI Services
Broadest and deepest set of capabilities
T H E A W S M L S T A C K
VISION SPEECH LANGUAGE CHATBOTS FORECASTING RECOMMENDATIONS
ML Services
ML Frameworks + Infrastructure
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
& C O M P R E H E N D
M E D I C A L
L E X F O R E C A S TR E K O G N I T I O N
I M A G E
R E K O G N I T I O N
V I D E O
T E X T R A C T P E R S O N A L I Z E
Ground Truth Notebooks Algorithms + Marketplace Reinforcement Learning Training Optimization Deployment HostingAmazon SageMaker
F P G A SA m a z o n E C 2
P 3 & P 3 D N
A m a z o n E C 2
G 4
A m a z o n E C 2
C 5
A W S
I N F E R E N T I A
A W S I O T
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
D L C O N T A I N E R S
& A M I s
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
Modernize your contact center to improve citizen service
P U T M L T O W O R K F O R P U B L I C S E C T O R
conversational chat bots | call transcription | intelligent routing | sentiment analysis
VoC analytics text-to speech | multilingual omni-channel communication
AMAZON
POLLY
AMAZON
TRANSCRIBE
AMAZON
TRANSLATE
AMAZON
COMPREHEND
AMAZON
LEX
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T © 2019 Amazon Web Services, Inc. or its affiliates. All rights reserved |
P U B L I C S E C T O R
S U M M I T
NASA uses Amazon Lex to power the voice interface for
Rov-E, their educational robot. Rov-E helps inspire the next
generation of explorers by visiting schools, community
organizations, and other public outreach events.
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T © 2019 Amazon Web Services, Inc. or its affiliates. All rights reserved |
P U B L I C S E C T O R
S U M M I T
Inhealthcare uses Amazon Polly to provide telephone-
based digital healthcare services, allowing them to serve
patients who are not digitally connected.
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
Use AI services to strengthen safety and security
P U T M L T O W O R K F O R P U B L I C S E C T O R
accurate facial analysis | identity protection | metadata extraction
AMAZON
REKOGNITION
IMAGE
AMAZON COMPREHEND &
AMAZON COMPREHEND
MEDICAL
AMAZON
REKOGNITION
VIDEO
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
Bachpan Bachao Andolan uses Amazon Rekognition
to match online information against reports of
abandoned and missing children.
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
Automate media workflows to reduce costs and democratize content
P U T M L T O W O R K F O R P U B L I C S E C T O R
content moderation | contextual ad insertion | searchable media library
custom facial recognition | multi-language metadata search
AMAZON
REKOGNITION
IMAGE
AMAZON
REKOGNITION
VIDEO
AMAZON
COMPREHEND
AMAZON
TRANSCRIBE
AMAZON
TRANSLATE
AMAZON
TEXTRACT
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
C-SPAN uses Amazon Rekognition to
automatically index video news footage
for search. With Amazon Rekognition, C-SPAN
reduced indexing time per video from one
hour to 20 minutes and uploaded 97,000
images in under two hours.
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
Reduce localization costs and improve accuracy
P U T M L T O W O R K F O R P U B L I C S E C T O R
custom vocabulary | timestamp generation | secure real-time translation | language identification
AMAZON
POLLY
AMAZON
TRANSCRIBE
AMAZON
TRANSLATE
AMAZON
COMPREHEND
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
ETS uses Amazon Polly to give blind and low vision
test takers an auditory glance at the clock, creating a
more equitable test taking scenario for students taking
the GRE, a timed college admissions assessment.
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
Increase efficiency with automated document analysis
P U T M L T O W O R K F O R P U B L I C S E C T O R
optical character recognition (OCR) | automatic data extraction | natural language processing
intelligent search | text analytics
AMAZON
TEXTRACT
AMAZON COMPREHEND
&
AMAZON COMPREHEND
MEDICAL
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
Suki uses Amazon Comprehend Medical to extract
structured data from medical transcripts, helping
streamline clinical workflows.
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
FRAMEWORKS INTERFACES INFRASTRUCTURE
AI Services
Broadest and deepest set of capabilities
T H E A W S M L S T A C K
VISION SPEECH LANGUAGE CHATBOTS FORECASTING RECOMMENDATIONS
ML Services
ML Frameworks + Infrastructure
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
& C O M P R E H E N D
M E D I C A L
L E X F O R E C A S TR E K O G N I T I O N
I M A G E
R E K O G N I T I O N
V I D E O
T E X T R A C T P E R S O N A L I Z E
Ground Truth Notebooks Algorithms + Marketplace Reinforcement Learning Training Optimization Deployment HostingAmazon SageMaker
F P G A SA m a z o n E C 2
P 3 & P 3 D N
A m a z o n E C 2
G 4
A m a z o n E C 2
C 5
A W S
I N F E R E N T I A
A W S I O T
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
D L C O N T A I N E R S
& A M I s
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
H O W W E C A N H E L P
• Brainstorming
• Custom modeling
• Training
• Work side-by-side with Amazon experts
ML Solutions Lab
• Practical education on ML for new
and experienced practitioners
• Based on the same material used
to train Amazon developers
Machine Learning
Training and Certification
Thank you!
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
Manav Sehgal
Head of Solutions Architecture
AWS
Atanu Roy
AI/ML Specialist Solutions Architect
AWS
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R
S U M M I T
Download our app to enhance
your Summit experience
Access the agenda, build your own
schedule, provide feedback easily
and more
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S U M M I T
Three ways to get started:
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Apple Store or Google Play
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S U M M I T
Tap on the
featured guide
Tap “Download
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S U M M I T
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Ballroom 1 & 2
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S U M M I T

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Drive Digital Transformation using Machine Learning

  • 1. P U B L I C S E C T O R S U M M I T NEW DELHI
  • 2. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Drive Digital Transformation using ML Manav Sehgal Head of Solutions Architecture AWS Atanu Roy AI/ML Specialist Solutions Architect AWS
  • 3. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T 40% of digital transformation initiatives supported by AI in 2019 —IDC 2018 InnovationDecision making Citizen experience C E N T E R P I E C E F O R D I G I T A L T R A N S F O R M A T I O N Internal operations Citizen services
  • 4. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Our mission at AWS Put machine learning in the hands of every developer
  • 5. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T W H Y A W S F O R M L ? 200 new features and services launched this last year alone Unmatched flexibility Broadest and deepest set of AI and ML services 70% cost reduction in data-labeling 10x faster performance 75% lower inference cost Accelerate your adoption of ML with SageMaker Built on the most comprehensive cloud platform optimized for ML AWS holds the top spots on Stanford’s benchmark for fastest training time, lowest cost, and lowest inference latency
  • 6. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T 10,000+ customers | 2x the customer references | 85% of TensorFlow projects on AWS
  • 7. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Bringing ML into your digital transformation requires a new “stack” that makes it easier to put ML to work
  • 8. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T FRAMEWORKS INTERFACES INFRASTRUCTURE AI Services Broadest and deepest set of capabilities T H E A W S M L S T A C K VISION SPEECH LANGUAGE CHATBOTS FORECASTING RECOMMENDATIONS ML Services ML Frameworks + Infrastructure 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 & C O M P R E H E N D M E D I C A L L E X F O R E C A S TR E K O G N I T I O N I M A G E R E K O G N I T I O N V I D E O T E X T R A C T P E R S O N A L I Z E Ground Truth Notebooks Algorithms + Marketplace Reinforcement Learning Training Optimization Deployment HostingAmazon SageMaker F P G A SA m a z o n E C 2 P 3 & P 3 D N A m a z o n E C 2 G 4 A m a z o n E C 2 C 5 A W S I N F E R E N T I A A W S I O T 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 D L C O N T A I N E R S & A M I s
  • 9. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Running inference in production Drives the majority of cost for machine learning INFERENCE TRAINING INFRASTRUCTURE COSTS
  • 10. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T COMING LATE 2019 Add GPU acceleration to any Amazon EC2 instance for faster inference at much lower cost (up to 75% savings) Amazon Elastic Inference Custom high performance machine learning inference chip that will reduce the cost of inference by 10X AWS Inferentia
  • 11. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Neo Train once, run anywhere A m a z o n S a g e M a k e r N e o
  • 12. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T FRAMEWORKS INTERFACES INFRASTRUCTURE AI Services Broadest and deepest set of capabilities T H E A W S M L S T A C K VISION SPEECH LANGUAGE CHATBOTS FORECASTING RECOMMENDATIONS ML Services ML Frameworks + Infrastructure 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 & C O M P R E H E N D M E D I C A L L E X F O R E C A S TR E K O G N I T I O N I M A G E R E K O G N I T I O N V I D E O T E X T R A C T P E R S O N A L I Z E Ground Truth Notebooks Algorithms + Marketplace Reinforcement Learning Training Optimization Deployment HostingAmazon SageMaker F P G A SA m a z o n E C 2 P 3 & P 3 D N A m a z o n E C 2 G 4 A m a z o n E C 2 C 5 A W S I N F E R E N T I A A W S I O T 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 D L C O N T A I N E R S & A M I s
  • 13. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Bringing machine learning to all developers A M A Z O N S A G E M A K E R Collect and prepare training data Choose and optimize your ML algorithm Set up and manage environments for training Train and tune model (trial and error) Deploy model in production Scale and manage the production environment
  • 14. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Bringing machine learning to all developers A M A Z O N S A G E M A K E R Collect and prepare training data Choose and optimize your ML algorithm Set up and manage environments for training Train and tune model (trial and error) Deploy model in production Scale and manage the production environment Pre-built notebooks for common problems
  • 15. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Bringing machine learning to all developers A M A Z O N S A G E M A K E R Collect and prepare training data Choose and optimize your ML algorithm Pre-built notebooks for common problems Built-in, high performance algorithms • K-Means Clustering • Principal Component Analysis • Neural Topic Modelling • Factorization Machines • Linear Learner (Regression) • BlazingText • Reinforcement learning • XGBoost • Topic Modeling (LDA) • Image Classification • Seq2Seq • Linear Learner (Classification) • DeepAR Forecasting
  • 16. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Bringing machine learning to all developers A M A Z O N S A G E M A K E R Set up and manage environments for training Train and tune model (trial and error) Deploy model in production Scale and manage the production environment One-click training Collect and prepare training data Choose and optimize your ML algorithm Pre-built notebooks for common problems Built-in, high performance algorithms
  • 17. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Bringing machine learning to all developers A M A Z O N S A G E M A K E R Train and tune model (trial and error) Deploy model in production Scale and manage the production environment Optimization Set up and manage environments for training One-click training Collect and prepare training data Choose and optimize your ML algorithm Pre-built notebooks for common problems Built-in, high performance algorithms
  • 18. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Bringing machine learning to all developers A M A Z O N S A G E M A K E R Deploy model in production Scale and manage the production environment One-click deployment Train and tune model (trial and error) Optimization Set up and manage environments for training One-click training Collect and prepare training data Choose and optimize your ML algorithm Pre-built notebooks for common problems Built-in, high performance algorithms
  • 19. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Scale and manage the production environment Fully managed with auto scaling, health checks, automatic handling of node failures, and security checks Bringing machine learning to all developers A M A Z O N S A G E M A K E R Deploy model in production One-click deployment Train and tune model (trial and error) Optimization Set up and manage environments for training One-click training Collect and prepare training data Choose and optimize your ML algorithm Pre-built notebooks for common problems Built-in, high performance algorithms
  • 20. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T One-click model training and deployment Train once run anywhere 10x better algorithm performance 2x performance increases from model optimization with Amazon SageMaker Neo 70% cost reduction for data labeling using Ground Truth 75% cost reduction for inference with Elastic Inference REDUCE COSTS INCREASE PERFORMANCE EASE-OF-USE C U S T O M M A C H I N E L E A R N I N G F O R P U B L I C S E C T O R AMAZON SAGEMAKER
  • 21. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Natural Language Processing Grammar & Parsing Text OCR Computer Vision Named Entity Recognition Video Classification Speech Recognition Text-to-Speech Speaker Identification Text Classification 3D Images Anomaly Detection Text Generation Object Detection Regression Text Clustering Handwriting Recognition Ranking O v e r 1 5 0 a l g o r i t h m s a n d m o d e l s
  • 22. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Identify use cases for Machine Learning. Deliver successful ML-based outcomes for your citizens.
  • 23. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Help public institutions make a positive impact to the lives of citizens, by taking a technology generation leap through use of AI / ML Services Reinvent the Technology Experience Deliver Citizen Impact at Scale D I G I T A L T R A N S F O R M A T I O N P R I O R I T I E S Create our Future Workforce
  • 24. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T © 2019 Amazon Web Services, Inc. or its affiliates. All rights reserved | P U B L I C S E C T O R S U M M I T One of the challenges Wadhwani Institute for Artificial Intelligence is tackling is infant mortality. The institute plans to realise its vision of solving societal problems and bringing the power of AI and cloud computing to all. Wadhwani AI
  • 25. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T © 2019 Amazon Web Services, Inc. or its affiliates. All rights reserved | P U B L I C S E C T O R S U M M I T India Urban Observatory, which is meant to enable data- driven governance, leverages the AWS Cloud, simplifying solution integration from multiple partners, for 100+ cities across the country Ministry of Housing and Urban Affairs
  • 26. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Robotic autonomous race car Racing LeagueVirtual simulator, to train and experiment An exciting way for developers to get hands-on experience with reinforcement learning A W S D E E P R A C E R
  • 27. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T The world’s first deep learning enabled video camera for developers A W S D E E P L E N S • Purpose-built for ML skills development • Fully programmable and customizable • Build custom Amazon SageMaker models • 10 minutes to your first deep learning project
  • 28. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T YouCode Intelligence Solutions uses AWS DeepLens to teach AI and robotics skills to students in rural areas of India. YouCode Intelligence Solutions
  • 29. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T FRAMEWORKS INTERFACES INFRASTRUCTURE AI Services Broadest and deepest set of capabilities T H E A W S M L S T A C K VISION SPEECH LANGUAGE CHATBOTS FORECASTING RECOMMENDATIONS ML Services ML Frameworks + Infrastructure 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 & C O M P R E H E N D M E D I C A L L E X F O R E C A S TR E K O G N I T I O N I M A G E R E K O G N I T I O N V I D E O T E X T R A C T P E R S O N A L I Z E Ground Truth Notebooks Algorithms + Marketplace Reinforcement Learning Training Optimization Deployment HostingAmazon SageMaker F P G A SA m a z o n E C 2 P 3 & P 3 D N A m a z o n E C 2 G 4 A m a z o n E C 2 C 5 A W S I N F E R E N T I A A W S I O T 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 D L C O N T A I N E R S & A M I s
  • 30. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Modernize your contact center to improve citizen service P U T M L T O W O R K F O R P U B L I C S E C T O R conversational chat bots | call transcription | intelligent routing | sentiment analysis VoC analytics text-to speech | multilingual omni-channel communication AMAZON POLLY AMAZON TRANSCRIBE AMAZON TRANSLATE AMAZON COMPREHEND AMAZON LEX
  • 31. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T © 2019 Amazon Web Services, Inc. or its affiliates. All rights reserved | P U B L I C S E C T O R S U M M I T NASA uses Amazon Lex to power the voice interface for Rov-E, their educational robot. Rov-E helps inspire the next generation of explorers by visiting schools, community organizations, and other public outreach events.
  • 32. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T © 2019 Amazon Web Services, Inc. or its affiliates. All rights reserved | P U B L I C S E C T O R S U M M I T Inhealthcare uses Amazon Polly to provide telephone- based digital healthcare services, allowing them to serve patients who are not digitally connected.
  • 33. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Use AI services to strengthen safety and security P U T M L T O W O R K F O R P U B L I C S E C T O R accurate facial analysis | identity protection | metadata extraction AMAZON REKOGNITION IMAGE AMAZON COMPREHEND & AMAZON COMPREHEND MEDICAL AMAZON REKOGNITION VIDEO
  • 34. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Bachpan Bachao Andolan uses Amazon Rekognition to match online information against reports of abandoned and missing children.
  • 35. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Automate media workflows to reduce costs and democratize content P U T M L T O W O R K F O R P U B L I C S E C T O R content moderation | contextual ad insertion | searchable media library custom facial recognition | multi-language metadata search AMAZON REKOGNITION IMAGE AMAZON REKOGNITION VIDEO AMAZON COMPREHEND AMAZON TRANSCRIBE AMAZON TRANSLATE AMAZON TEXTRACT
  • 36. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T C-SPAN uses Amazon Rekognition to automatically index video news footage for search. With Amazon Rekognition, C-SPAN reduced indexing time per video from one hour to 20 minutes and uploaded 97,000 images in under two hours.
  • 37. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Reduce localization costs and improve accuracy P U T M L T O W O R K F O R P U B L I C S E C T O R custom vocabulary | timestamp generation | secure real-time translation | language identification AMAZON POLLY AMAZON TRANSCRIBE AMAZON TRANSLATE AMAZON COMPREHEND
  • 38. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T ETS uses Amazon Polly to give blind and low vision test takers an auditory glance at the clock, creating a more equitable test taking scenario for students taking the GRE, a timed college admissions assessment.
  • 39. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Increase efficiency with automated document analysis P U T M L T O W O R K F O R P U B L I C S E C T O R optical character recognition (OCR) | automatic data extraction | natural language processing intelligent search | text analytics AMAZON TEXTRACT AMAZON COMPREHEND & AMAZON COMPREHEND MEDICAL
  • 40. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Suki uses Amazon Comprehend Medical to extract structured data from medical transcripts, helping streamline clinical workflows.
  • 41. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T FRAMEWORKS INTERFACES INFRASTRUCTURE AI Services Broadest and deepest set of capabilities T H E A W S M L S T A C K VISION SPEECH LANGUAGE CHATBOTS FORECASTING RECOMMENDATIONS ML Services ML Frameworks + Infrastructure 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 & C O M P R E H E N D M E D I C A L L E X F O R E C A S TR E K O G N I T I O N I M A G E R E K O G N I T I O N V I D E O T E X T R A C T P E R S O N A L I Z E Ground Truth Notebooks Algorithms + Marketplace Reinforcement Learning Training Optimization Deployment HostingAmazon SageMaker F P G A SA m a z o n E C 2 P 3 & P 3 D N A m a z o n E C 2 G 4 A m a z o n E C 2 C 5 A W S I N F E R E N T I A A W S I O T 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 D L C O N T A I N E R S & A M I s
  • 42. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T H O W W E C A N H E L P • Brainstorming • Custom modeling • Training • Work side-by-side with Amazon experts ML Solutions Lab • Practical education on ML for new and experienced practitioners • Based on the same material used to train Amazon developers Machine Learning Training and Certification
  • 43. Thank you! © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Manav Sehgal Head of Solutions Architecture AWS Atanu Roy AI/ML Specialist Solutions Architect AWS
  • 44. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Download our app to enhance your Summit experience Access the agenda, build your own schedule, provide feedback easily and more
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  • 46. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Tap on the featured guide Tap “Download Guide” Tap “Open”
  • 47. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T Summit Session Feedback Take a quick five question survey – let us know how we can improve. Three ways to take the survey: • Access the Summit app - session survey tab • Scan the QR code • Visit https://amzn.to/summit-session Ballroom 1 & 2
  • 48. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.P U B L I C S E C T O R S U M M I T