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© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Roland Keijzer - CTO Bynder
Dinah Barrett – AWS Solutions Architect
An Introduction to Amazon AI
Services
June 28, 2017
Artificial Intelligence
At Amazon
Running AI In Production on AWS Today
Artificial Intelligence At Amazon
Thousands Of Employees Across The Company Focused on AI
Discovery &
Search
Fulfilment &
Logistics
Enhance
Existing Products
Define New
Categories Of
Products
Bring Machine
Learning To All
The Advent Of
Deep Learning
Algorithms
Data
GPUs
& Acceleration
Programming
models
AWS
Amazon AI
Intelligent Services Powered By Deep Learning
AWS AI Suite
Introducing Amazon AI
Polly
Text-to-Speech
Rekognition
Image Analysis
Lex
ASR & NLU
Apache MXNet
Apache
Deep learning framework
aws.amazon.com/amazon-ai
Apache MXNet
Programmable Portable High Performance
Near linear scaling
across hundreds of GPUs
Highly efficient
models for mobile
and IoT
Simple syntax,
multiple languages
Why Apache MXNet?
Most Open Best On AWS
Optimized for
deep learning on AWS
Accepted into the
Apache Incubator
(Integration with AWS)
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
Introducing Amazon AI
Polly
Text-to-Speech
Apache MXNet Rekognition
Image Analysis
Lex
ASR & NLU
Apache
Deep learning framework
aws.amazon.com/amazon-ai
Amazon Polly: Life-like Speech Service
Converts text
to life-like speech
47 voices 24 languages Low latency,
real time
Fully managed
“Today in London it’s 25 °C”
1. Automatic, Accurate Text Processing
Polly: A Focus On Voice Quality & Pronunciation
Polly: A Focus On Voice Quality & Pronunciation
2. Intelligible and Easy to Understand
1. Automatic, Accurate Text Processing
She sells sea shells by the sea shore. The
shells she sells are surely seashells. So if
she sells shells on the seashore, I'm sure
she sells seashore shells
2. Intelligible and Easy to Understand
3. Add Semantic Meaning to Text
“Dinah’s number is "07867123123”
“Dinah’s number is "07867123123”
Telephone Number
Polly: 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 son’s name is Jay.”
Polly: A Focus On Voice Quality & Pronunciation
1. Automatic, Accurate Text Processing
“My son’s name is Jay.”
Amazon Polly: Life-like Speech Service
High quality,
through
best-in-class
deep learning
Deep
functionality
Easy to use
& thoughtfully integrated
Built for
production
Low
Cost
(free tier)
Upload your own text through the console and start using Amazon Polly today!
https://aws.amazon.com/polly
Introducing Amazon AI
Polly
Text-to-Speech
Apache MXNet Rekognition Lex
Image Analysis ASR & NLU
Apache
Deep learning framework
aws.amazon.com/amazon-ai
Rekognition: Search & Understand Visual Content
Real-time &
batch image
analysis
Object & Scene
Detection
Facial Detection Face SearchFacial Analysis
Rekognition: Object & Scene Detection
Bay
Beach
Coast
Outdoors
Sea
Water
Palm_tree
Plant
Tree
Summer
Landscape
Nature
Hotel
99.18%
99.18%
99.18%
99.18%
99.18%
99.18%
99.21%
99.21%
99.21%
58.3%
51.84%
51.84%
51.24%
Category Confidence
Rekognition: Facial Detection
Emotion: calm: 73%
Sunglasses: false (value: 0)
Mouth open wide: 0% (value: 0)
Eye closed: open (value: 0)
Age: 28.57 (value: 28.57)
Glasses: no glass (value: 0)
Mustache: false (value: 0)
Beard: no (value: 0)
Demographic Data
Facial Landmarks
Sentiment Expressed
Image Quality
Facial Analysis
Brightness: 25.84
Sharpness: 160
General Attributes
Rekognition: Facial Analysis
Amazon Rekognition: Facial Search
Facial
verification
Face
Search
Visual Similarity
Search
(compare two faces) (compare many faces) (find similar faces)
High quality,
through
best-in-class
deep learning
Deep
functionality
Easy to use
& thoughtfully integrated
Built for
production
Low
Cost
(free tier)
Rekognition: Search & Understand Visual Content
https://aws.amazon.com/rekognition
Introducing Amazon AI
Polly
Text-to-Speech
Apache MXNet Rekognition Lex
Image Analysis ASR & NLU
Apache
Deep learning framework
aws.amazon.com/amazon-ai
The Advent Of Conversational Interactions
1st Gen: Machine-oriented
interactions
2nd Gen: Control-oriented
& translated
3rd Gen:
Intent-oriented
Lex: Build Natural, Conversational Interactions In Voice & Text
Voice & Text
“Chatbots”
Powers
Alexa
Voice interactions
on mobile, web
& devices
Text interaction
with Slack, FB Messenger
and Twilio
Enterprise
Connectors
Salesforce
Microsoft Dynamics
Marketo
Zendesk
Quickbooks
Hubspot
High quality,
through
best-in-class
deep learning
Deep
functionality
Easy to use
& thoughtfully integrated
Built for
production
Low
Cost
(free tier)
Lex: Build Natural, Conversational Interactions In Voice & Text
https://aws.amazon.com/lex
Build your bot with Amazon Lex!
Amazon Lex - Technology
Amazon Lex
Automatic Speech
Recognition (ASR)
Same technology that powers Alexa
Cognito CloudTrail CloudWatch
AWS Services
Action
AWS Lambda
Authentication
& Visibility
Speech
API
Language
API
Fulfillment
End-Users
Developers
Console
SDK
Intents,
Slots,
Prompts,
Utterances
Input:
Speech
or Text
Multi-Platform Clients:
Mobile, IoT, Web,
Chat
API
Response:
Speech (via Polly TTS)
or Text
Natural Language
Understanding (NLU)
Amazon AI: What’s Next?
Polly
Text-to-Speech
Apache MXNet
Deep learning framework
Rekognition Lex
Image Analysis ASR & NLU
New APIs
and tools
Apache
1984
15 GB/mo
1994
29 TB/mo
2004
1.3 EB/mo
2014
42 EB/mo
References
• AWS AI Blog
• Getting Started with Amazon Polly
• Getting Started with Amazon Lex
• Getting Started with Amazon Rekognition
• Getting Started with Deep Learning
Thank you!

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An Introduction to Amazon AI Services

  • 1. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Roland Keijzer - CTO Bynder Dinah Barrett – AWS Solutions Architect An Introduction to Amazon AI Services June 28, 2017
  • 3. Running AI In Production on AWS Today
  • 4. Artificial Intelligence At Amazon Thousands Of Employees Across The Company Focused on AI Discovery & Search Fulfilment & Logistics Enhance Existing Products Define New Categories Of Products Bring Machine Learning To All
  • 5. The Advent Of Deep Learning Algorithms Data GPUs & Acceleration Programming models AWS
  • 6. Amazon AI Intelligent Services Powered By Deep Learning
  • 8. Introducing Amazon AI Polly Text-to-Speech Rekognition Image Analysis Lex ASR & NLU Apache MXNet Apache Deep learning framework aws.amazon.com/amazon-ai
  • 9. Apache MXNet Programmable Portable High Performance Near linear scaling across hundreds of GPUs Highly efficient models for mobile and IoT Simple syntax, multiple languages
  • 10. Why Apache MXNet? Most Open Best On AWS Optimized for deep learning on AWS Accepted into the Apache Incubator (Integration with AWS)
  • 11. 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
  • 12. Introducing Amazon AI Polly Text-to-Speech Apache MXNet Rekognition Image Analysis Lex ASR & NLU Apache Deep learning framework aws.amazon.com/amazon-ai
  • 13. Amazon Polly: Life-like Speech Service Converts text to life-like speech 47 voices 24 languages Low latency, real time Fully managed
  • 14. “Today in London it’s 25 °C” 1. Automatic, Accurate Text Processing Polly: A Focus On Voice Quality & Pronunciation
  • 15. Polly: A Focus On Voice Quality & Pronunciation 2. Intelligible and Easy to Understand 1. Automatic, Accurate Text Processing She sells sea shells by the sea shore. The shells she sells are surely seashells. So if she sells shells on the seashore, I'm sure she sells seashore shells
  • 16. 2. Intelligible and Easy to Understand 3. Add Semantic Meaning to Text “Dinah’s number is "07867123123” “Dinah’s number is "07867123123” Telephone Number Polly: A Focus On Voice Quality & Pronunciation 1. Automatic, Accurate Text Processing
  • 17. 2. Intelligible and Easy to Understand 3. Add Semantic Meaning to Text 4. Customized Pronunciation “My son’s name is Jay.” Polly: A Focus On Voice Quality & Pronunciation 1. Automatic, Accurate Text Processing “My son’s name is Jay.”
  • 18. Amazon Polly: Life-like Speech Service High quality, through best-in-class deep learning Deep functionality Easy to use & thoughtfully integrated Built for production Low Cost (free tier) Upload your own text through the console and start using Amazon Polly today! https://aws.amazon.com/polly
  • 19. Introducing Amazon AI Polly Text-to-Speech Apache MXNet Rekognition Lex Image Analysis ASR & NLU Apache Deep learning framework aws.amazon.com/amazon-ai
  • 20. Rekognition: Search & Understand Visual Content Real-time & batch image analysis Object & Scene Detection Facial Detection Face SearchFacial Analysis
  • 21. Rekognition: Object & Scene Detection Bay Beach Coast Outdoors Sea Water Palm_tree Plant Tree Summer Landscape Nature Hotel 99.18% 99.18% 99.18% 99.18% 99.18% 99.18% 99.21% 99.21% 99.21% 58.3% 51.84% 51.84% 51.24% Category Confidence
  • 22. Rekognition: Facial Detection Emotion: calm: 73% Sunglasses: false (value: 0) Mouth open wide: 0% (value: 0) Eye closed: open (value: 0) Age: 28.57 (value: 28.57) Glasses: no glass (value: 0) Mustache: false (value: 0) Beard: no (value: 0)
  • 23. Demographic Data Facial Landmarks Sentiment Expressed Image Quality Facial Analysis Brightness: 25.84 Sharpness: 160 General Attributes Rekognition: Facial Analysis
  • 24. Amazon Rekognition: Facial Search Facial verification Face Search Visual Similarity Search (compare two faces) (compare many faces) (find similar faces)
  • 25. High quality, through best-in-class deep learning Deep functionality Easy to use & thoughtfully integrated Built for production Low Cost (free tier) Rekognition: Search & Understand Visual Content https://aws.amazon.com/rekognition
  • 26. Introducing Amazon AI Polly Text-to-Speech Apache MXNet Rekognition Lex Image Analysis ASR & NLU Apache Deep learning framework aws.amazon.com/amazon-ai
  • 27. The Advent Of Conversational Interactions 1st Gen: Machine-oriented interactions 2nd Gen: Control-oriented & translated 3rd Gen: Intent-oriented
  • 28. Lex: Build Natural, Conversational Interactions In Voice & Text Voice & Text “Chatbots” Powers Alexa Voice interactions on mobile, web & devices Text interaction with Slack, FB Messenger and Twilio Enterprise Connectors Salesforce Microsoft Dynamics Marketo Zendesk Quickbooks Hubspot
  • 29. High quality, through best-in-class deep learning Deep functionality Easy to use & thoughtfully integrated Built for production Low Cost (free tier) Lex: Build Natural, Conversational Interactions In Voice & Text https://aws.amazon.com/lex Build your bot with Amazon Lex!
  • 30. Amazon Lex - Technology Amazon Lex Automatic Speech Recognition (ASR) Same technology that powers Alexa Cognito CloudTrail CloudWatch AWS Services Action AWS Lambda Authentication & Visibility Speech API Language API Fulfillment End-Users Developers Console SDK Intents, Slots, Prompts, Utterances Input: Speech or Text Multi-Platform Clients: Mobile, IoT, Web, Chat API Response: Speech (via Polly TTS) or Text Natural Language Understanding (NLU)
  • 31. Amazon AI: What’s Next? Polly Text-to-Speech Apache MXNet Deep learning framework Rekognition Lex Image Analysis ASR & NLU New APIs and tools Apache
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  • 51. References • AWS AI Blog • Getting Started with Amazon Polly • Getting Started with Amazon Lex • Getting Started with Amazon Rekognition • Getting Started with Deep Learning