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© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Israel AWS User Group Meetup
October 2017
AI Services on AWS
Boaz Ziniman – Technical Evangelist, AWS
@ziniman
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
The difficulty comes in writing
software that will make sense
of the data
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Artificial Intelligence
A system or service which can perform tasks
that usually require human intelligence
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
25,000 skills
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
And a few more examples…
Fraud detection Detecting fraudulent transactions, filtering spam emails,
flagging suspicious reviews, …
Personalization Recommending content, predictive content loading,
improving user experience, …
Targeted marketing Matching customers and offers, choosing marketing
campaigns, cross-selling and up-selling, …
Content classification Categorizing documents, matching hiring managers and
resumes, …
Churn prediction Finding customers who are likely to stop using the
service, free-tier upgrade targeting, …
Customer support Predictive routing of customer emails, social media
listening, …
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Machine Learning On AWS Today
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon AI Ecosystem
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon AI Ecosystem
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon AI Ecosystem
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
One-Click
Deep Learning
AWS Deep Learning AMIs
Amazon Linux & Ubuntu
Up to~40k CUDA cores
Apache MXNet
TensorFlow
Theano
Keras
Caffe
CNTK
Torch
Pre-configured CUDA drivers
Anaconda, Python3
Out-of-the-box Tutorials
+ CloudFormation template
+ Container Image
Available in the AWS Marketplace
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon AI Ecosystem
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Can We Help Customers
Put Intelligence At The Heart Of
Every Application & Business?
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon AI Ecosystem
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Polly
Text-to-Speech
Artificial Intelligence Services on AWS
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon Polly
“Today in Seattle, WA
it’s 11°F”
“Today in Seattle Washington it’s
11 degrees Fahrenheit”
Text In, Life-like Speech Out
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
“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
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
2. Intelligible and Easy to Understand
1. Automatic, Accurate Text Processing
A Focus On Voice Quality & Pronunciation
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
https://www.w3.org/TR/speech-synthesis/
<speak>
The spelling of my name is
<prosody rate='x-slow'>
<say-as interpret-as="characters">Boaz</say-as>
</prosody>
</speak>
A Focus On Voice Quality & Pronunciation
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
2. Intelligible and Easy to Understand
3. Add Semantic Meaning to Text
“Richard’s number is 2122341237“
“Richard’s number is 2122341237“
Telephone Number
1. Automatic, Accurate Text Processing
A Focus On Voice Quality & Pronunciation
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
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.”
1. Automatic, Accurate Text Processing
A Focus On Voice Quality & Pronunciation
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
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
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Rekognition
Image Analysis
Artificial Intelligence Services on AWS
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon
Rekognition
Object and scene detection
Facial analysis
Face comparison
Celebrity recognition
Image moderation
Amazon Rekognition: Images In, Rich Metadata Out
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Object & Scene Detection
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Facial Analysis
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Celebrity Recognition
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Facial Search
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Explicit Nudity
Nudity
Graphic Male Nudity
Graphic Female Nudity
Sexual Activity
Partial Nudity
Suggestive
Female Swimwear or Underwear
Male Swimwear or Underwear
Revealing Clothes
Image moderation
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
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
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
https://aws.amazon.com/solutions/case-studies/cspan/
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
DEMO
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Lex
Conversation Bots
Artificial Intelligence Services on AWS
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon Lex
Automatic Speech Recognition
Natural Language Understanding
“What’s the weather
forecast?”
Weather
Forecast
Speech Recognition & Natural Language
Understanding
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon Lex
Automatic Speech Recognition
Natural Language Understanding
“What’s the weather
forecast?”
“It will be sunny
and 25°C”
Weather
Forecast
Speech Recognition & Natural Language
Understanding
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Wrap up
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Smile!
@ziniman
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Thank you!
@ziniman

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Ai Services on AWS - AWS IL Meetup

  • 1. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Israel AWS User Group Meetup October 2017 AI Services on AWS Boaz Ziniman – Technical Evangelist, AWS @ziniman
  • 2. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. The difficulty comes in writing software that will make sense of the data
  • 3. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Artificial Intelligence A system or service which can perform tasks that usually require human intelligence
  • 4. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 5. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 6. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 7. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 25,000 skills
  • 8. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. And a few more examples… Fraud detection Detecting fraudulent transactions, filtering spam emails, flagging suspicious reviews, … Personalization Recommending content, predictive content loading, improving user experience, … Targeted marketing Matching customers and offers, choosing marketing campaigns, cross-selling and up-selling, … Content classification Categorizing documents, matching hiring managers and resumes, … Churn prediction Finding customers who are likely to stop using the service, free-tier upgrade targeting, … Customer support Predictive routing of customer emails, social media listening, …
  • 9. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Machine Learning On AWS Today
  • 10. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon AI Ecosystem
  • 11. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon AI Ecosystem
  • 12. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon AI Ecosystem
  • 13. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. One-Click Deep Learning AWS Deep Learning AMIs Amazon Linux & Ubuntu Up to~40k CUDA cores Apache MXNet TensorFlow Theano Keras Caffe CNTK Torch Pre-configured CUDA drivers Anaconda, Python3 Out-of-the-box Tutorials + CloudFormation template + Container Image Available in the AWS Marketplace
  • 14. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon AI Ecosystem
  • 15. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Can We Help Customers Put Intelligence At The Heart Of Every Application & Business?
  • 16. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon AI Ecosystem
  • 17. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Polly Text-to-Speech Artificial Intelligence Services on AWS
  • 18. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Polly “Today in Seattle, WA it’s 11°F” “Today in Seattle Washington it’s 11 degrees Fahrenheit” Text In, Life-like Speech Out
  • 19. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. “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
  • 20. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 2. Intelligible and Easy to Understand 1. Automatic, Accurate Text Processing A Focus On Voice Quality & Pronunciation
  • 21. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. https://www.w3.org/TR/speech-synthesis/ <speak> The spelling of my name is <prosody rate='x-slow'> <say-as interpret-as="characters">Boaz</say-as> </prosody> </speak> A Focus On Voice Quality & Pronunciation
  • 22. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 2. Intelligible and Easy to Understand 3. Add Semantic Meaning to Text “Richard’s number is 2122341237“ “Richard’s number is 2122341237“ Telephone Number 1. Automatic, Accurate Text Processing A Focus On Voice Quality & Pronunciation
  • 23. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 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.” 1. Automatic, Accurate Text Processing A Focus On Voice Quality & Pronunciation
  • 24. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 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
  • 25. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Rekognition Image Analysis Artificial Intelligence Services on AWS
  • 26. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Rekognition Object and scene detection Facial analysis Face comparison Celebrity recognition Image moderation Amazon Rekognition: Images In, Rich Metadata Out
  • 27. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Object & Scene Detection
  • 28. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Facial Analysis
  • 29. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Celebrity Recognition
  • 30. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Facial Search
  • 31. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Explicit Nudity Nudity Graphic Male Nudity Graphic Female Nudity Sexual Activity Partial Nudity Suggestive Female Swimwear or Underwear Male Swimwear or Underwear Revealing Clothes Image moderation
  • 32. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 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
  • 33. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. https://aws.amazon.com/solutions/case-studies/cspan/
  • 34. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. DEMO
  • 35. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Lex Conversation Bots Artificial Intelligence Services on AWS
  • 36. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Lex Automatic Speech Recognition Natural Language Understanding “What’s the weather forecast?” Weather Forecast Speech Recognition & Natural Language Understanding
  • 37. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Lex Automatic Speech Recognition Natural Language Understanding “What’s the weather forecast?” “It will be sunny and 25°C” Weather Forecast Speech Recognition & Natural Language Understanding
  • 38. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Wrap up
  • 39. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Smile! @ziniman
  • 40. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Thank you! @ziniman