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© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Building smart applications with AWS AI services
Julien Simon
Global Evangelist, AI & Machine Learning
Amazon Web Services
@julsimon
https://medium.com/@julsimon
40% of digital transformation initiatives
supported by AI in 2019
—IDC 2018
InnovationDecision
making
Customer
experience
AI is central to digital transformation
Business
operations
Competitive
advantage
10,000+ active customers
FINRA
Expedia
Group
https://aws.amazon.com/machine-learning/customers/
Customer-focused
90%+ of our roadmap is
defined by customers
Pace of innovation
200+ new AI/ML launches
and major feature updates last year
Breadth and depth
A wide range of
AI/ML services
Multi-framework
Support for the most
popular ML frameworks
Security and analytics
Deep set of security with
robust encryption and analytics
Embedded R&D
Customer-centric approach
FRAMEWORKS INTERFACES INFRASTRUCTURE
AI Services
Broadest and deepest set of capabilities
The AWS AI/ML Stack
VISION SPEECH LANGUAGE CHATBOTS FORECASTING RECOMMENDATIONS
ML Services
ML Frameworks + Infrastructure
A M A Z O N
P O L L Y
A M A Z O N
T R A N S C R I B E
A M A Z O N
T R A N S L A T E
A M A Z O N
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
A M A Z O N L E X A M A Z O N
F O R E C A S T
A M A Z O N
R E K O G N I T I O N
I M A G E
A M A Z O N
R E K O G N I T I O N
V I D E O
A M A Z O N
T E X T R A C T
A M A Z O N 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 sE C 2 P 3
& P 3 D N
E C 2 G 4
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
A M A Z O N
E L A S T I C
I N F E R E N C E
A W S D L
C O N T A I N E R S
& A M I s
A M A Z O N
E L A S T I C
K U B E R N E T E S
S E R V I C E
A M A Z O N
E L A S T I C
C O N T A I N E R
S E R V I C E
https://ml.aws
FRAMEWORKS INTERFACES INFRASTRUCTURE
AI Services
Broadest and deepest set of capabilities
The AWS AI/ML Stack
VISION SPEECH LANGUAGE CHATBOTS FORECASTING RECOMMENDATIONS
ML Services
ML Frameworks + Infrastructure
A M A Z O N
P O L L Y
A M A Z O N
T R A N S C R I B E
A M A Z O N
T R A N S L A T E
A M A Z O N
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
A M A Z O N L E X A M A Z O N
F O R E C A S T
A M A Z O N
R E K O G N I T I O N
A M A Z O N
R E K O G N I T I O N
V I D E O
A M A Z O N
T E X T R A C T
A M A Z O N 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 sE C 2 P 3
& P 3 D N
E C 2 G 4
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
A M A Z O N
E L A S T I C
I N F E R E N C E
A W S D L
C O N T A I N E R S
& A M I s
A M A Z O N
E L A S T I C
K U B E R N E T E S
S E R V I C E
A M A Z O N
E L A S T I C
C O N T A I N E R
S E R V I C E
Pre-trained AI services that require no
ML skills or training
Easily add intelligence to your existing
apps and workflows
Quality and accuracy from
continuously-learning APIs
I M A G E & F A C E
A N A L Y S I S
V I D E O
A N A L Y S I S
T E X T & D A T A
E X T R A C T I O N
T E X T T O
S P E E C H
S P E E C H
T O T E X T
T R A N S L A T I O N N A T U R A L
L A N G U A G E
U N D E R S T A N D I N G
Automate media workflows to reduce costs and monetize content
Put AI to work for your business
content moderation | contextual ad insertion | searchable media library
face analytics | multi-language metadata search
REKOGNITION
IMAGE
REKOGNITION
VIDEO
COMPREHEND TRANSCRIBE TRANSLATE TEXTRACT
Amazon Textract
Extract text and data from virtually any document
https://aws.amazon.com/blogs/machine-learning/automatically-extract-text-and-structured-data-from-documents-with-
amazon-textract/
K E Y F E AT U R E S
Optical character
recognition (OCR)
Key-value pair
detection
Adjustable confidence
thresholds
Table
detection
Bounding box
coordinates
No ML experience
required
Demo
One line of code
response = textract.analyze_document(
Document={'S3Object’:
{'Bucket': bucket_name,
'Name’ : document_name }
},
FeatureTypes=["TABLES", "FORMS"]
)
Reduce localization costs and improve accuracy
custom vocabulary | timestamp generation | secure real-time translation | language identification
POLLY TRANSCRIBE TRANSLATE COMPREHEND
Put AI to work for your business
US English Matthew voice
“Sources tell CNN he believes the media and the northeast elite are
needlessly hyperventilating and overreacting to his comments.”
Amazon Polly NTTS and newscaster style
https://aws.amazon.com/blogs/aws/amazon-polly-introduces-neural-text-to-speech-and-newscaster-style/
One line of code
response = polly.synthesize_speech(
OutputFormat=‘mp3’,
Text=‘Hi, my name is Matthew’,
VoiceId=‘Matthew’,
Engine=‘neural’
)
Combining Translate and Polly
https://www.theglobeandmail.com/inside-the-globe/article-new-
to-the-globe-listen-to-articles-in-english-french-or-mandarin/
Understand the voice of your customer
sentiment analysis | app localization | translation services | transcription services | cataloging media | accessibility
REKOGNITION
IMAGE
REKOGNITION
VIDEO
TRANSLATETRANSCRIBE COMPREHEND
Put AI to work for your business
Amazon Translate
Natural and accurate language translation
https://aws.amazon.com/blogs/aws/new-languages-for-amazon-translate-greek-hungarian-romanian-thai-ukrainian-urdu-
and-vietnamese/
K E Y F E AT U R E S
32 languages,
987 language pairs
Language
detection
Real-time
translation
Custom
terminology
No ML experience
required
Demo
One line of code
response = translate.translate_text(
SourceLanguageCode=‘auto’,
TargetLanguageCode=‘ro’,
Text=‘Les sanglots longs des violons de l’automne
blessent mon coeur d’une langueur monotone’
)
print(response['TranslatedText’])
Sufletele lungi ale viorilor de toamnă mi-au rănit inima
cu o lăcomie monotonă
Personalize customer experiences with targeted recommendations
recommendation technology used by Amazon.com | context-aware recommendations
sentiment analysis | VoC analytics
PERSONALIZE REKOGNITION
IMAGE
REKOGNITION
VIDEO
COMPREHEND
Put AI to work for your business
Amazon Personalize
Improve customer experiences with personalization and recommendations
https://aws.amazon.com/blogs/aws/amazon-personalize-is-now-generally-available/
https://aws.amazon.com/blogs/aws/amazon-personalize-real-time-personalization-and-recommendation-for-everyone/
K E Y F E AT U R E S
Simple data
schemas
Pre-defined or
custom recipes
Automated
machine learning
and tuning
Fully-managed
infrastructure
Based on the technology
used at Amazon.com
Historical data
From data set to prediction API
User-Item
interactions
Real-time data
Mobile
SDKs
Server-Side SDKsJavaScript SDKItem
catalog
User
attributes
Amazon S3
bucket
Customized
personalization &
recommendation
API
Getting started
Read: https://ml.aws
Learn: https://aws.training/machinelearning
Experiment: https://aws.amazon.com/free
Thank you!
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Julien Simon
Global Evangelist, AI & Machine Learning
Amazon Web Services
@julsimon
https://medium.com/@julsimon

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Building smart applications with AWS AI services (October 2019)

  • 1. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Building smart applications with AWS AI services Julien Simon Global Evangelist, AI & Machine Learning Amazon Web Services @julsimon https://medium.com/@julsimon
  • 2. 40% of digital transformation initiatives supported by AI in 2019 —IDC 2018 InnovationDecision making Customer experience AI is central to digital transformation Business operations Competitive advantage
  • 4. Customer-focused 90%+ of our roadmap is defined by customers Pace of innovation 200+ new AI/ML launches and major feature updates last year Breadth and depth A wide range of AI/ML services Multi-framework Support for the most popular ML frameworks Security and analytics Deep set of security with robust encryption and analytics Embedded R&D Customer-centric approach
  • 5. FRAMEWORKS INTERFACES INFRASTRUCTURE AI Services Broadest and deepest set of capabilities The AWS AI/ML Stack VISION SPEECH LANGUAGE CHATBOTS FORECASTING RECOMMENDATIONS ML Services ML Frameworks + Infrastructure A M A Z O N P O L L Y A M A Z O N T R A N S C R I B E A M A Z O N T R A N S L A T E A M A Z O N 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 A M A Z O N L E X A M A Z O N F O R E C A S T A M A Z O N R E K O G N I T I O N I M A G E A M A Z O N R E K O G N I T I O N V I D E O A M A Z O N T E X T R A C T A M A Z O N 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 sE C 2 P 3 & P 3 D N E C 2 G 4 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 A M A Z O N E L A S T I C I N F E R E N C E A W S D L C O N T A I N E R S & A M I s A M A Z O N E L A S T I C K U B E R N E T E S S E R V I C E A M A Z O N E L A S T I C C O N T A I N E R S E R V I C E https://ml.aws
  • 6. FRAMEWORKS INTERFACES INFRASTRUCTURE AI Services Broadest and deepest set of capabilities The AWS AI/ML Stack VISION SPEECH LANGUAGE CHATBOTS FORECASTING RECOMMENDATIONS ML Services ML Frameworks + Infrastructure A M A Z O N P O L L Y A M A Z O N T R A N S C R I B E A M A Z O N T R A N S L A T E A M A Z O N 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 A M A Z O N L E X A M A Z O N F O R E C A S T A M A Z O N R E K O G N I T I O N A M A Z O N R E K O G N I T I O N V I D E O A M A Z O N T E X T R A C T A M A Z O N 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 sE C 2 P 3 & P 3 D N E C 2 G 4 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 A M A Z O N E L A S T I C I N F E R E N C E A W S D L C O N T A I N E R S & A M I s A M A Z O N E L A S T I C K U B E R N E T E S S E R V I C E A M A Z O N E L A S T I C C O N T A I N E R S E R V I C E Pre-trained AI services that require no ML skills or training Easily add intelligence to your existing apps and workflows Quality and accuracy from continuously-learning APIs I M A G E & F A C E A N A L Y S I S V I D E O A N A L Y S I S T E X T & D A T A E X T R A C T I O N T E X T T O S P E E C H S P E E C H T O T E X T T R A N S L A T I O N N A T U R A L L A N G U A G E U N D E R S T A N D I N G
  • 7. Automate media workflows to reduce costs and monetize content Put AI to work for your business content moderation | contextual ad insertion | searchable media library face analytics | multi-language metadata search REKOGNITION IMAGE REKOGNITION VIDEO COMPREHEND TRANSCRIBE TRANSLATE TEXTRACT
  • 8. Amazon Textract Extract text and data from virtually any document https://aws.amazon.com/blogs/machine-learning/automatically-extract-text-and-structured-data-from-documents-with- amazon-textract/ K E Y F E AT U R E S Optical character recognition (OCR) Key-value pair detection Adjustable confidence thresholds Table detection Bounding box coordinates No ML experience required
  • 10. One line of code response = textract.analyze_document( Document={'S3Object’: {'Bucket': bucket_name, 'Name’ : document_name } }, FeatureTypes=["TABLES", "FORMS"] )
  • 11. Reduce localization costs and improve accuracy custom vocabulary | timestamp generation | secure real-time translation | language identification POLLY TRANSCRIBE TRANSLATE COMPREHEND Put AI to work for your business
  • 12. US English Matthew voice “Sources tell CNN he believes the media and the northeast elite are needlessly hyperventilating and overreacting to his comments.” Amazon Polly NTTS and newscaster style https://aws.amazon.com/blogs/aws/amazon-polly-introduces-neural-text-to-speech-and-newscaster-style/
  • 13. One line of code response = polly.synthesize_speech( OutputFormat=‘mp3’, Text=‘Hi, my name is Matthew’, VoiceId=‘Matthew’, Engine=‘neural’ )
  • 14. Combining Translate and Polly https://www.theglobeandmail.com/inside-the-globe/article-new- to-the-globe-listen-to-articles-in-english-french-or-mandarin/
  • 15. Understand the voice of your customer sentiment analysis | app localization | translation services | transcription services | cataloging media | accessibility REKOGNITION IMAGE REKOGNITION VIDEO TRANSLATETRANSCRIBE COMPREHEND Put AI to work for your business
  • 16. Amazon Translate Natural and accurate language translation https://aws.amazon.com/blogs/aws/new-languages-for-amazon-translate-greek-hungarian-romanian-thai-ukrainian-urdu- and-vietnamese/ K E Y F E AT U R E S 32 languages, 987 language pairs Language detection Real-time translation Custom terminology No ML experience required
  • 17. Demo
  • 18. One line of code response = translate.translate_text( SourceLanguageCode=‘auto’, TargetLanguageCode=‘ro’, Text=‘Les sanglots longs des violons de l’automne blessent mon coeur d’une langueur monotone’ ) print(response['TranslatedText’]) Sufletele lungi ale viorilor de toamnă mi-au rănit inima cu o lăcomie monotonă
  • 19. Personalize customer experiences with targeted recommendations recommendation technology used by Amazon.com | context-aware recommendations sentiment analysis | VoC analytics PERSONALIZE REKOGNITION IMAGE REKOGNITION VIDEO COMPREHEND Put AI to work for your business
  • 20. Amazon Personalize Improve customer experiences with personalization and recommendations https://aws.amazon.com/blogs/aws/amazon-personalize-is-now-generally-available/ https://aws.amazon.com/blogs/aws/amazon-personalize-real-time-personalization-and-recommendation-for-everyone/ K E Y F E AT U R E S Simple data schemas Pre-defined or custom recipes Automated machine learning and tuning Fully-managed infrastructure Based on the technology used at Amazon.com
  • 21. Historical data From data set to prediction API User-Item interactions Real-time data Mobile SDKs Server-Side SDKsJavaScript SDKItem catalog User attributes Amazon S3 bucket Customized personalization & recommendation API
  • 22. Getting started Read: https://ml.aws Learn: https://aws.training/machinelearning Experiment: https://aws.amazon.com/free
  • 23. Thank you! © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Julien Simon Global Evangelist, AI & Machine Learning Amazon Web Services @julsimon https://medium.com/@julsimon