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© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Adrian Hornsby, Technical Evangelist @ AWS
Building Serverless AI-powered Applications
on AWS
@adhorn
• Technical Evangelist, Developer Advocate,
… Software Engineer
• Own bed in Finland
• Previously:
• Solutions Architect @AWS
• Lead Cloud Architect @Dreambroker
• Director of Engineering, Software Engineer, DevOps, Manager, ... @Hdm
• Researcher @Nokia Research Center
• and a bunch of other stuff.
• Climber, like Ginger shots.
What to Expect from the Session
1. A little bit history & theory never kills
2. AI in AWS
3. Building AI-powered apps x3
No servers to provision
or manage
Scales with usage
Never pay for idle Availability and fault
tolerance built in
Serverless means…
EVENT DRIVEN CONTINUOUS SCALING PAY BY USAGE
Serverless means…
Exposing functionality rather than the whole
server(s).
Serverless means…
The rise of AI
Artificial Intelligence
At Amazon
Artificial Intelligence
At Amazon
Data
GPUs
& Acceleration
Cloud
Computing
Algorithms
AWS
The Advent Of Deep
Learning
Machine Learning In The Hands Of Every Developer
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Machine Learning On AWS Today
Machine Learning In The Hands Of Every Developer
Text In, Life-like Speech Out
Amazon Polly
“Today in Seattle, WA
it’s 11°F”
“Today in Seattle Washington
it’s 11 degrees Fahrenheit”
47 lifelike voices spread across 24 languages
“Today in Seattle, WA, it’s 11°F”
‘"We live for the music" live from the Madison Square Garden.’
1. Automatic, Accurate Text Processing
A Focus On Voice Quality & Pronunciation
2. Intelligible and Easy to Understand
1. Automatic, Accurate Text Processing
A Focus On Voice Quality & Pronunciation
2. Intelligible and Easy to Understand
3. Add Semantic Meaning to Text
“Richard’s number is 2122341237“
“Richard’s number is 2122341237“
Telephone Number
A Focus On Voice Quality & Pronunciation
1. Automatic, Accurate Text Processing
2. Intelligible and Easy to Understand
3. Add Semantic Meaning to Text
4. Customized Pronunciation
“My daughter’s name is Kaja.”
“My daughter’s name is Kaja.”
A Focus On Voice Quality & Pronunciation
1. Automatic, Accurate Text Processing
A Focus On Voice Quality & Pronunciation
https://www.w3.org/TR/speech-synthesis/<speak>
The spelling of my last name is
<prosody rate='x-slow'>
<say-as interpret-as="characters">Adrian</say-as>
</prosody></speak>
Duolingo voices its language learning service Using Polly
Duolingo is a free language learning service where
users help translate the web and rate translations.
With Amazon Polly our users
benefit from the most lifelike
Text-to-Speech voices
available on the market.
Severin Hacker
CTO, Duolingo
”
“
• Spoken language crucial for
language learning
• Accurate pronunciation matters
• Faster iteration thanks to TTS
• As good as natural human speech
<API>
Amazon Polly
</API>
aws polly synthesize-speech
--text "It was nice to live such a wonderful live show"
--output-format mp3
--voice-id Joanna
--text-type text johanna.mp3
Pollycast
<demo>
Amazon PollyCast
</demo>
* Initial project by James Siri, Piotr Lewalski
https://github.com/adhorn/pollycast
Amazon Rekognition
Deep learning-based image recognition service
Search, verify, and organize millions of images
Object and Scene
Detection
Facial
Analysis
Face
Comparison
Facial
Recognition
Object & Scene Detection
Object & Scene Detection
Facial Analysis
Facial Analysis
Facial Search
Facial Search
Collections
Amazon Rekognition
Customers
• Digital Asset Management
• Media and Entertainment
• Travel and Hospitality
• Influencer Marketing
• Systems Integration
• Digital Advertising
• Consumer Storage
• Law Enforcement
• Public Safety
• eCommerce
• Education
<API>
Amazon Rekognition
</API>
aws rekognition detect-faces
--image '{"S3Object":{"Bucket":"adhorn-reko","Name":"horse.jpg"}}'
--attributes "ALL"
aws rekognition detect-labels
--image '{"S3Object":{"Bucket":"adhorn-reko","Name":"horse.jpg"}}'
Poliko
http://poliko.adhorn.me
Poliko
Take Pic
Amazon Cognito
2. Detect Labels
4. Synthesize-speech
Amazon Rekognition
Amazon Polly
3. Detect Faces
Amazon S3
“Static website hosting” enabled
Cognito support for Identity
Username
Password
Sign In
SAML
Identity Provider
Amazon Cognito2. Get AWS credentials
API Gateway
DynamoDB S3
Lambda
Cognito User Pools
Rekognition
Polly
Policies
CognitoAmazon S3
<demo>
Poliko
powered by Amazon Polly & Rekognition
</demo>
https://github.com/adhorn/poliko
http://poliko.adhorn.me
* Initial project by Martin Elwin
Backend powered by Step
Functions
Sta rt
Sequential Steps
U p l o a d R AW f i l e
D e l e t e R AW f i l e
End
AWS Step Functions
S e l e c t i m a g e
c o n v e rt e r
R A W t o J P E G R A W t o P N GR A W t o T I F F
L o a d i n D a t a b a s e
Sta rt
End
U n s u p p or t e d i m a g e
t y p eParallel Steps
AWS Step Functions
P r o c e s s p h o t o
R e s i ze i m a g e
Sta rt
End
E x t r a c t m e t a d a t a F a c i a l r e c o g n it i on
L o a d i n D a t a b a s e
Branching Steps
AWS Step Functions
AWS Step Functions
<demo>
Image Recognition and Processing Backend
Step Functions
</demo>
https://github.com/awslabs/lambda-refarch-imagerecognition
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Questions?
Adrian Hornsby, Technical Evangelist
@adhorn
adhorn@amazon.com

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Serverless AI - London Loft

  • 1. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Adrian Hornsby, Technical Evangelist @ AWS Building Serverless AI-powered Applications on AWS @adhorn
  • 2. • Technical Evangelist, Developer Advocate, … Software Engineer • Own bed in Finland • Previously: • Solutions Architect @AWS • Lead Cloud Architect @Dreambroker • Director of Engineering, Software Engineer, DevOps, Manager, ... @Hdm • Researcher @Nokia Research Center • and a bunch of other stuff. • Climber, like Ginger shots.
  • 3. What to Expect from the Session 1. A little bit history & theory never kills 2. AI in AWS 3. Building AI-powered apps x3
  • 4.
  • 5. No servers to provision or manage Scales with usage Never pay for idle Availability and fault tolerance built in Serverless means…
  • 6. EVENT DRIVEN CONTINUOUS SCALING PAY BY USAGE Serverless means…
  • 7. Exposing functionality rather than the whole server(s). Serverless means…
  • 12.
  • 13. Machine Learning In The Hands Of Every Developer
  • 14. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Machine Learning On AWS Today
  • 15. Machine Learning In The Hands Of Every Developer
  • 16. Text In, Life-like Speech Out Amazon Polly “Today in Seattle, WA it’s 11°F” “Today in Seattle Washington it’s 11 degrees Fahrenheit” 47 lifelike voices spread across 24 languages
  • 17. “Today in Seattle, WA, it’s 11°F” ‘"We live for the music" live from the Madison Square Garden.’ 1. Automatic, Accurate Text Processing A Focus On Voice Quality & Pronunciation
  • 18. 2. Intelligible and Easy to Understand 1. Automatic, Accurate Text Processing A Focus On Voice Quality & Pronunciation
  • 19. 2. Intelligible and Easy to Understand 3. Add Semantic Meaning to Text “Richard’s number is 2122341237“ “Richard’s number is 2122341237“ Telephone Number A Focus On Voice Quality & Pronunciation 1. Automatic, Accurate Text Processing
  • 20. 2. Intelligible and Easy to Understand 3. Add Semantic Meaning to Text 4. Customized Pronunciation “My daughter’s name is Kaja.” “My daughter’s name is Kaja.” A Focus On Voice Quality & Pronunciation 1. Automatic, Accurate Text Processing
  • 21. A Focus On Voice Quality & Pronunciation https://www.w3.org/TR/speech-synthesis/<speak> The spelling of my last name is <prosody rate='x-slow'> <say-as interpret-as="characters">Adrian</say-as> </prosody></speak>
  • 22. Duolingo voices its language learning service Using Polly Duolingo is a free language learning service where users help translate the web and rate translations. With Amazon Polly our users benefit from the most lifelike Text-to-Speech voices available on the market. Severin Hacker CTO, Duolingo ” “ • Spoken language crucial for language learning • Accurate pronunciation matters • Faster iteration thanks to TTS • As good as natural human speech
  • 23.
  • 24. <API> Amazon Polly </API> aws polly synthesize-speech --text "It was nice to live such a wonderful live show" --output-format mp3 --voice-id Joanna --text-type text johanna.mp3
  • 26.
  • 27. <demo> Amazon PollyCast </demo> * Initial project by James Siri, Piotr Lewalski https://github.com/adhorn/pollycast
  • 28. Amazon Rekognition Deep learning-based image recognition service Search, verify, and organize millions of images Object and Scene Detection Facial Analysis Face Comparison Facial Recognition
  • 29. Object & Scene Detection
  • 30. Object & Scene Detection
  • 36. Amazon Rekognition Customers • Digital Asset Management • Media and Entertainment • Travel and Hospitality • Influencer Marketing • Systems Integration • Digital Advertising • Consumer Storage • Law Enforcement • Public Safety • eCommerce • Education
  • 37. <API> Amazon Rekognition </API> aws rekognition detect-faces --image '{"S3Object":{"Bucket":"adhorn-reko","Name":"horse.jpg"}}' --attributes "ALL" aws rekognition detect-labels --image '{"S3Object":{"Bucket":"adhorn-reko","Name":"horse.jpg"}}'
  • 39. http://poliko.adhorn.me Poliko Take Pic Amazon Cognito 2. Detect Labels 4. Synthesize-speech Amazon Rekognition Amazon Polly 3. Detect Faces Amazon S3 “Static website hosting” enabled
  • 40. Cognito support for Identity Username Password Sign In SAML Identity Provider Amazon Cognito2. Get AWS credentials API Gateway DynamoDB S3 Lambda Cognito User Pools Rekognition Polly
  • 42. <demo> Poliko powered by Amazon Polly & Rekognition </demo> https://github.com/adhorn/poliko http://poliko.adhorn.me * Initial project by Martin Elwin
  • 43. Backend powered by Step Functions
  • 44. Sta rt Sequential Steps U p l o a d R AW f i l e D e l e t e R AW f i l e End AWS Step Functions
  • 45. S e l e c t i m a g e c o n v e rt e r R A W t o J P E G R A W t o P N GR A W t o T I F F L o a d i n D a t a b a s e Sta rt End U n s u p p or t e d i m a g e t y p eParallel Steps AWS Step Functions
  • 46. P r o c e s s p h o t o R e s i ze i m a g e Sta rt End E x t r a c t m e t a d a t a F a c i a l r e c o g n it i on L o a d i n D a t a b a s e Branching Steps AWS Step Functions
  • 47.
  • 49. <demo> Image Recognition and Processing Backend Step Functions </demo> https://github.com/awslabs/lambda-refarch-imagerecognition
  • 50. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Questions? Adrian Hornsby, Technical Evangelist @adhorn adhorn@amazon.com