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© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Build a Babel Fish with Machine
Learning Language Services
Maciej Chmielarz
Software Development Engineer
Amazon Polly
A I M 3 1 3
Tomasz Stachlewski
Principal Solutions Architect
Amazon Web Services
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Who are we?
Tomasz StachlewskiMaciej Chmielarz
TomaszMaciej
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
What to expect from the session?
• Building a proof-of-concept of a real world application
 Web app with Babel fish-like functionality
• Learning about Amazon Machine Learning (Amazon ML) services
 Amazon Transcribe
 Amazon Translate
 Amazon Polly
• Using other services to build your solution
“The Babel fish … is small, yellow and leech-like, and
probably the oddest thing in the Universe…. if you
stick a Babel fish in your ear you can instantly
understand anything said to you in any form of
language.”
Douglas Adams
The Hitchhiker's Guide to the Galaxy
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Transcribe
A fully managed and continuously trained automatic speech
recognition service that takes in audio and automatically generates
accurate transcripts
This is my
sample text
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Translate
A neural machine translation service that delivers fast, high-quality,
and affordable language translation
This is my
sample text
Este es mi texto
de ejemplo
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Polly
A text-to-speech service that uses advanced deep learning
technologies to synthesize speech that sounds like a human voice
Este es mi texto
de ejemplo
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Some other services that we will use today
Create and
manage
resources with
templates
Scalable
storage in
the cloud
Run your
code in
response to
events
Manage user
access and
encryption
keys
Identity
management
for your apps
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Solution design
JavaScript web application
interacting with AWS Cloud
AWS Cloud
JavaScript
app
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Solution design
• Lambda for processing
• Amazon S3 to store processed
files and trigger Lambda
functions
AWS Cloud
JavaScript
app
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Solution design
Complete workflow
AWS Cloud
JavaScript
app
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Solution design
AWS CloudFormation, Amazon
Cognito, and IAM to configure and
provide access
AWS Cloud
JavaScript
app
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Phase 0:
Environment setup
AWS Cloud
JavaScript
app
Detailed instruction:
bit.ly/babel-fish-repo
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
10 minutes
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Phase 1:
Convert audio to text
AWS Cloud
JavaScript
app
Detailed instruction:
bit.ly/babel-fish-repo
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
15 minutes
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Phase 1:
Convert audio to text
Solution: transcribe_solution.zip
Password: harvest
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Phase 2:
Translate text
AWS Cloud
JavaScript
app
Detailed instruction:
bit.ly/babel-fish-repo
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
15 minutes
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Phase 2:
Translate text
Solution: translate_solution.zip
Password: airplane
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Phase 3:
Convert text to audio
AWS Cloud
JavaScript
app
Detailed instruction:
bit.ly/babel-fish-repo
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
15 minutes
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Phase 3:
Convert text to audio
Solution: polly_solution.zip
Password: concrete
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Thank you!
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Maciej Chmielarz
chmielar@amazon.com
Tomasz Stachlewski
stachlew@amazon.com
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.

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Build a Babel Fish with ML Services

  • 1.
  • 2. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Build a Babel Fish with Machine Learning Language Services Maciej Chmielarz Software Development Engineer Amazon Polly A I M 3 1 3 Tomasz Stachlewski Principal Solutions Architect Amazon Web Services
  • 3. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Who are we? Tomasz StachlewskiMaciej Chmielarz TomaszMaciej
  • 4. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 5. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. What to expect from the session? • Building a proof-of-concept of a real world application  Web app with Babel fish-like functionality • Learning about Amazon Machine Learning (Amazon ML) services  Amazon Transcribe  Amazon Translate  Amazon Polly • Using other services to build your solution
  • 6. “The Babel fish … is small, yellow and leech-like, and probably the oddest thing in the Universe…. if you stick a Babel fish in your ear you can instantly understand anything said to you in any form of language.” Douglas Adams The Hitchhiker's Guide to the Galaxy
  • 7. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Transcribe A fully managed and continuously trained automatic speech recognition service that takes in audio and automatically generates accurate transcripts This is my sample text
  • 8. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Translate A neural machine translation service that delivers fast, high-quality, and affordable language translation This is my sample text Este es mi texto de ejemplo
  • 9. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Polly A text-to-speech service that uses advanced deep learning technologies to synthesize speech that sounds like a human voice Este es mi texto de ejemplo
  • 10. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Some other services that we will use today Create and manage resources with templates Scalable storage in the cloud Run your code in response to events Manage user access and encryption keys Identity management for your apps
  • 11. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 12. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Solution design JavaScript web application interacting with AWS Cloud AWS Cloud JavaScript app
  • 13. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Solution design • Lambda for processing • Amazon S3 to store processed files and trigger Lambda functions AWS Cloud JavaScript app
  • 14. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Solution design Complete workflow AWS Cloud JavaScript app
  • 15. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Solution design AWS CloudFormation, Amazon Cognito, and IAM to configure and provide access AWS Cloud JavaScript app
  • 16. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 17. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Phase 0: Environment setup AWS Cloud JavaScript app Detailed instruction: bit.ly/babel-fish-repo
  • 18. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 10 minutes
  • 19. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 20. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Phase 1: Convert audio to text AWS Cloud JavaScript app Detailed instruction: bit.ly/babel-fish-repo
  • 21. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 15 minutes
  • 22. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Phase 1: Convert audio to text Solution: transcribe_solution.zip Password: harvest
  • 23. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 24. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Phase 2: Translate text AWS Cloud JavaScript app Detailed instruction: bit.ly/babel-fish-repo
  • 25. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 15 minutes
  • 26. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Phase 2: Translate text Solution: translate_solution.zip Password: airplane
  • 27. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 28. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Phase 3: Convert text to audio AWS Cloud JavaScript app Detailed instruction: bit.ly/babel-fish-repo
  • 29. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. 15 minutes
  • 30. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Phase 3: Convert text to audio Solution: polly_solution.zip Password: concrete
  • 31. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 32. Thank you! © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Maciej Chmielarz chmielar@amazon.com Tomasz Stachlewski stachlew@amazon.com
  • 33. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.