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© 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved.
James Saull, Global Financial Services Solutions Architect at AWS
June 22, 2017
Amazon AI
Intelligent Services Powered by Deep Learning
“The age of touch could soon come to an end. From smartphones
and smartwatches, to home devices, to in-car infotainment systems,
touch is no longer the primary user interface.
© 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Today’s Agenda
• What is artificial intelligence?
• What is Amazon AI?
• Focus on Lex and Polly
A system or service which can perform tasks that usually require
human intelligence
Artificial Intelligence
PredictionTraining
PBs of existing data
Aggressive migration
New data created on AWS
Data
Tons of GPUs
Elastic capacity
Pre-built images
The Challenge For Artificial Intelligence: SCALE
Tons of GPUs
Serverless
At the edge, on IoT devices
AWS is the Center of Gravity for
Artificial Intelligence
Running AI In Production on AWS Today
Capital One
Early Detection of
Diabetic Complications
FDA-Approved Medical Imaging
Autonomous Driving Systems
Centimeter-Accurate
Positioning
Computational
Knowledge Engine
Pinterest
Visual Search
Pinterest Lens
Recommendations & Ranking At Netflix
Personalized ranking,
page generation,
search, similarity,
ratings
In 140 new countries,
simultaneously
Most Robust, Fully-Featured Technology Infrastructure Platform
© 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved.
At Amazon, we’ve been engaged in the practical application of machine learning for
many years now. Some of this work is highly visible: our autonomous Prime Air
delivery drones; the Amazon Go convenience store that uses machine vision to
eliminate checkout lines; and Alexa, our cloud-based AI assistant.
But much of what we do with machine learning happens beneath the surface.
Machine learning drives our algorithms for demand forecasting, product search
ranking, product and deals recommendations, merchandising placements, fraud
detection, translations, and much more. Though less visible, much of the impact of
machine learning will be of this type – quietly but meaningfully improving core
operations.
Amazon AI
© 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Intelligent Services Powered By Deep Learning
Amazon AI
© 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Image Recognitions and Analysis powered by Deep Learning which allows to
search, verify and organize millions of images
Amazon Rekognition
Easy to use
Batch
Analysis
Real-time
Analysis
Continually
Improving
Low Cost
© 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Turn text into lifelike speech using deep learning technologies to synthesize speech
that sounds like a human voice.
Amazon Polly
Unlimited
Replays
Returns an MP3
or Audio Stream
Lightning Fast
Response
Fully Managed
and Low Cost
Let’s take a listen…
© 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
Polly: A Focus On Voice Quality & Pronunciation
© 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved.
1. Automatic, Accurate Text Processing
Polly: A Focus On Voice Quality & Pronunciation
2. Intelligible and Easy to Understand
© 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved.
1. Automatic, Accurate Text Processing
Polly: 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
© 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved.
1. Automatic, Accurate Text Processing
Polly: A Focus On Voice Quality & Pronunciation
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.”
© 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Conversational interfaces for your applications, powered by the same Natural
Language Understanding (NLU) & Automatic Speech Recognition (ASR) models as
Alexa.
Amazon Lex
Integrated
Development in
AWS Console
Trigger AWS
Lambda Functions
Multi-Step
Conversations
Continually
Improving ASR &
NLU models
Enterprise
Connectors
Fully
Managed
New York City
When would you like to check in?
Next Friday
Destination:
New York City
Check In:
5/26/2017
I’d like to book a hotel.
Sure! What city would you like to book it in?
Amazon Lex: Conversational Chatbots
“Transfer Money”
move money
checking
“Move some money from my
Checking account”
Automatic Speech
Recognition
Transfer
Checking
Natural Language
Understanding
Intent/Slot
Model
UtterancesTransfer Money
From Account Checking
To Account Saving
Amount $500
When Today
“We have transferred $500
from your checking account
to your savings account”
Polly
Confirmation: “We have transferred
$500 from your checking account
to your saving account”
some
from
“Confirm the
transfer details”
© 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Designed for Builders
Efficient and intuitive tools to build conversations
© 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon Lex - Technology
Amazon Lex
Automatic Speech
Recognition (ASR)
Natural Language
Understanding (NLU)
Same technology that powers Alexa
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-PlatformClients:
Mobile, IoT, Web,
Chat
API
Output:
Speech (via Polly TTS) or Text
Cognito CloudTrail CloudWatch
Model
Training
Amazon AI: Building Intelligent Systems, End To End
Core of the next AWS GPU instance family
Custom built for artificial intelligence
Train in hours, not days
NVIDIA Volta
Training Artificial Intelligence with GPUs
Core of the next AWS GPU instance family
Custom built for artificial intelligence
Train in hours, not days
NVIDIA Volta
Training Artificial Intelligence with GPUs
Training Artificial Intelligence With GPUs
Core of the next AWS GPU instance family
Custom built for artificial intelligence
Train in hours, not days
NVIDIA Volta
MXNet is already optimized for Volta
Model
Training
Inference
in the Cloud
Inference
at the Edge
Amazon AI: Building Intelligent Systems, End To End
For more information
https://aws.amazon.com/amazon-ai/
https://aws.amazon.com/blogs/ai/
© 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Thank you
James Saull, Global Financial Services Solutions Architect at AWS
jsaull@amazon.com

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AWS FSI Symposium 2017 NYC - Amazon AI for FS

  • 1. © 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved. James Saull, Global Financial Services Solutions Architect at AWS June 22, 2017 Amazon AI Intelligent Services Powered by Deep Learning
  • 2. “The age of touch could soon come to an end. From smartphones and smartwatches, to home devices, to in-car infotainment systems, touch is no longer the primary user interface.
  • 3. © 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved. Today’s Agenda • What is artificial intelligence? • What is Amazon AI? • Focus on Lex and Polly
  • 4. A system or service which can perform tasks that usually require human intelligence Artificial Intelligence
  • 5. PredictionTraining PBs of existing data Aggressive migration New data created on AWS Data Tons of GPUs Elastic capacity Pre-built images The Challenge For Artificial Intelligence: SCALE Tons of GPUs Serverless At the edge, on IoT devices
  • 6. AWS is the Center of Gravity for Artificial Intelligence
  • 7. Running AI In Production on AWS Today Capital One
  • 10.
  • 16. Recommendations & Ranking At Netflix Personalized ranking, page generation, search, similarity, ratings In 140 new countries, simultaneously
  • 17. Most Robust, Fully-Featured Technology Infrastructure Platform
  • 18. © 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved. At Amazon, we’ve been engaged in the practical application of machine learning for many years now. Some of this work is highly visible: our autonomous Prime Air delivery drones; the Amazon Go convenience store that uses machine vision to eliminate checkout lines; and Alexa, our cloud-based AI assistant. But much of what we do with machine learning happens beneath the surface. Machine learning drives our algorithms for demand forecasting, product search ranking, product and deals recommendations, merchandising placements, fraud detection, translations, and much more. Though less visible, much of the impact of machine learning will be of this type – quietly but meaningfully improving core operations. Amazon AI
  • 19. © 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved. Intelligent Services Powered By Deep Learning Amazon AI
  • 20. © 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved. Image Recognitions and Analysis powered by Deep Learning which allows to search, verify and organize millions of images Amazon Rekognition Easy to use Batch Analysis Real-time Analysis Continually Improving Low Cost
  • 21. © 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved. Turn text into lifelike speech using deep learning technologies to synthesize speech that sounds like a human voice. Amazon Polly Unlimited Replays Returns an MP3 or Audio Stream Lightning Fast Response Fully Managed and Low Cost
  • 22. Let’s take a listen…
  • 23. © 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 Polly: A Focus On Voice Quality & Pronunciation
  • 24. © 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved. 1. Automatic, Accurate Text Processing Polly: A Focus On Voice Quality & Pronunciation 2. Intelligible and Easy to Understand
  • 25. © 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved. 1. Automatic, Accurate Text Processing Polly: 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
  • 26. © 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved. 1. Automatic, Accurate Text Processing Polly: A Focus On Voice Quality & Pronunciation 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.”
  • 27. © 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved. Conversational interfaces for your applications, powered by the same Natural Language Understanding (NLU) & Automatic Speech Recognition (ASR) models as Alexa. Amazon Lex Integrated Development in AWS Console Trigger AWS Lambda Functions Multi-Step Conversations Continually Improving ASR & NLU models Enterprise Connectors Fully Managed
  • 28. New York City When would you like to check in? Next Friday Destination: New York City Check In: 5/26/2017 I’d like to book a hotel. Sure! What city would you like to book it in? Amazon Lex: Conversational Chatbots
  • 29. “Transfer Money” move money checking “Move some money from my Checking account” Automatic Speech Recognition Transfer Checking Natural Language Understanding Intent/Slot Model UtterancesTransfer Money From Account Checking To Account Saving Amount $500 When Today “We have transferred $500 from your checking account to your savings account” Polly Confirmation: “We have transferred $500 from your checking account to your saving account” some from “Confirm the transfer details”
  • 30. © 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved. Designed for Builders Efficient and intuitive tools to build conversations
  • 31. © 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Lex - Technology Amazon Lex Automatic Speech Recognition (ASR) Natural Language Understanding (NLU) Same technology that powers Alexa 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-PlatformClients: Mobile, IoT, Web, Chat API Output: Speech (via Polly TTS) or Text Cognito CloudTrail CloudWatch
  • 32. Model Training Amazon AI: Building Intelligent Systems, End To End
  • 33. Core of the next AWS GPU instance family Custom built for artificial intelligence Train in hours, not days NVIDIA Volta Training Artificial Intelligence with GPUs
  • 34. Core of the next AWS GPU instance family Custom built for artificial intelligence Train in hours, not days NVIDIA Volta Training Artificial Intelligence with GPUs
  • 35. Training Artificial Intelligence With GPUs Core of the next AWS GPU instance family Custom built for artificial intelligence Train in hours, not days NVIDIA Volta MXNet is already optimized for Volta
  • 36. Model Training Inference in the Cloud Inference at the Edge Amazon AI: Building Intelligent Systems, End To End
  • 38. © 2017 | Amazon Web Services, Inc. or its Affiliates. All rights reserved. Thank you James Saull, Global Financial Services Solutions Architect at AWS jsaull@amazon.com