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Unni Pillai
Solutions Architect
unni_k_pillai
Artificial Intelligence on AWS
A Flywheel For Data
More Users Better Products
More Data Better Analytics
A Flywheel For Data
Click stream
User activity
Generated content
Purchases
Clicks
Likes
Sensor data
More Users Better Products
More Data Better Analytics
A Flywheel For Data
ObjectStorage
Databases
Data warehouse
Streaming analytics
BI
Hadoop
Spark/Presto
Elasticsearch
Click stream
User activity
Generated content
Purchases
Clicks
Likes
Sensor data
More Users Better Products
More Data Better Analytics
A Flywheel For Data
Artificial
Intelligence
ObjectStorage
Databases
Data warehouse
Streaming analytics
BI
Hadoop
Spark/Presto
Elasticsearch
Click stream
User activity
Generated content
Purchases
Clicks
Likes
Sensor data
More Users Better Products
More Data Better Analytics
Machine Learning &
Artificial Intelligence
A Flywheel For Data
More Users Better Products
More Data Better Analytics
Big Data
Artificial Intelligence
At Amazon (1995)
AI Applications on AWS
Netflix Recommendation Engine
Pinterest Lens
Building Smarter Applications / Autonomous Systems
UNNI_K_PILLAI
Natural Language Processing
Computer Vision Speak Synthesis
Building Smarter Applications / Autonomous Systems
Can We Help Customers
Put Intelligence At The HeartOf
Every Application & Business?
DIY Deep Learning
for Custom Models
AI Enabled
Managed API Services
Amazon AI: New Deep Learning Services
Polly Rekognition
Deep Learning
Frameworks
MXNet, TensorFlow, Theano, Caffe, Torch
CONTROL
USABILITY&
SIMPLICITY
Lex
One-Click GPU
Deep Learning
AWS Deep Learning AMI
Up to~40k CUDAcores
MXNet
TensorFlow
Theano
Caffe
Torch
Pre-configured CUDA drivers
Anaconda, Python3
+ CloudFormation template
+ Container Image
Rekognition
ImageAnalysis
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
Integrated with S3, Lambda, Polly, Lex
Object and Scene Detection
Generate labels for thousands of objects, scenes, and
concepts, each with a confidence score
• Search, filter, and
curate image
libraries
• Smart searches for
user generated
content
• Photo, travel, real
estate, vacation
rental applications
Maple
Plant
Villa
Garden
Water
Swimming Pool
Tree
Potted Plant
Backyard
Demographic Data
Facial Landmarks
Sentiment Expressed
Image Quality
Facial Analysis
General Attributes
Demographic Data
Facial Landmarks
Sentiment Expressed
Image Quality
Facial Analysis
Brightness: 25.84
Sharpness: 160
General Attributes
Look Your Best All Day
Time for A New Look?
Facial Analysis - Use Case
(Targeted Marketing)
Demographic and Sentiment Analysis
PersonAPersonB
Sees
Sees
Face Comparison
Measure the likelihood that faces in two images are of the
same person
• Add face verification to
applications and devices
• Extend physical security
controls
• Provide guest access to
VIP-only facilities
• Verify users for online
exams and polls
Facial Recognition
Identify people in images by finding the closest match for an
input face image against a collection of stored face vectors
• Add friend tagging to
social and messaging apps
• Assist public safety officers
find missing persons
• Identify employees as they
access sensitive locations
• Identify celebrities in
historical media archives
Polly
Life-like Speech
Converts text
to life-like speech
47 voices 24 languages Low latency,
real time
Fully managed
Polly: Life-like Speech Service
Voice Quality & Pronunciation
1. Automatic, Accurate Text Processing
2. Intelligible and Easy to Understand
3. Add Semantic Meaning to Text
4. Customized Pronunciation
Articles and Blogs
Training Material
Chatbots (Lex)
Public Announcements
LEX
Conversation Engine
Voice & Text
“Chatbots”
Powers
Alexa
Voice interactions
on mobile, web
& devices
Text interaction
with Slack & Messenger
(with more coming)
Enterprise
Connectors
Salesforce
Microsoft Dynamics
Marketo
Zendesk
Quickbooks
Hubspot
Lex: Build Natural, Conversational
Interactions In Voice & Text
Improving human interactions…
• Contact, service, and support center interfaces (text + voice)
• Employee productivity and collaboration (minutes into seconds)
“Book a flight to
Hong Kong from
Singapore”
Automatic
Speech Recognition
Natural Language
Understanding
Book Flight
London
Utterances
Flight Booking
Flight booking
London Heathrow
Intent /
Slot model
Key Value
Origin
Destination
Departure Date
Automatic
Speech Recognition
Natural Language
Understanding
Book Flight
London
Utterances
Flight Booking
Flight booking
London Heathrow
Intent /
Slot model
Key Value
Origin Changi (SIN)
Destination Hong Kong (HKG)
Departure Date
“Book a flight to
Hong Kong from
Singapore”
Location
Location
Automatic
Speech Recognition
Natural Language
Understanding
Book Flight
London
Utterances
Flight Booking
Flight booking
London Heathrow
Intent /
Slot model
“When would you like to fly?”
Prompt
“When would you
like to fly?”
Polly
“Book a flight to
Hong Kong from
Singapore”
Key Value
Origin Changi (SIN)
Destination Hong Kong (HKG)
Departure Date
Location
Location
Flight Booking
“When would you like to fly?”
Prompt
“When would you
like to fly?”
Polly
“Next Friday”
Key Value
Origin Changi (SIN)
Destination Hong Kong (HKG)
Departure Date
“Next Friday”
Automatic
Speech Recognition
Next Friday
Utterances
Flight Booking
Natural Language
Understanding
Flight booking
02 / 24 / 2017
Intent /
Slot model
Key Value
Origin Changi (SIN)
Destination Hong Kong (HKG)
Departure Date 23/June/2017
Date
Date
“Next Friday”
Automatic
Speech Recognition
Next Friday
Utterances
Flight Booking
Natural Language
Understanding
Flight booking
02 / 24 / 2017
Intent /
Slot model
“Your flight is booked for next Friday”
Polly
Confirmation
“Your flight is booked
for next Friday”
Key Value
Origin Changi (SIN)
Destination Hong Kong (HKG)
Departure Date 23/June/2017
Demo
Smart Door Lock
Camera
Door Lock
Door BellVisitor iotButtonDoorbellPressed
smsDeliveryHandler
verifyFace
AWS IoT
SNS
S3 Bucket
Lex
Rekognition
Polly
CloudWatch Log
Voice
User
Interface
API calls
Image Upload API call
SMS SMS
Delivery
Report
Prompt for passcode
New passcode
Doorbell
Is pressed
Command to
Capture
photo
Thank You
https://aws.amazon.com/blogs/ai/
unni_k_pillai

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Artificial Intelligence on AWS

  • 1. © 2015, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Unni Pillai Solutions Architect unni_k_pillai Artificial Intelligence on AWS
  • 2. A Flywheel For Data More Users Better Products More Data Better Analytics
  • 3.
  • 4. A Flywheel For Data Click stream User activity Generated content Purchases Clicks Likes Sensor data More Users Better Products More Data Better Analytics
  • 5. A Flywheel For Data ObjectStorage Databases Data warehouse Streaming analytics BI Hadoop Spark/Presto Elasticsearch Click stream User activity Generated content Purchases Clicks Likes Sensor data More Users Better Products More Data Better Analytics
  • 6. A Flywheel For Data Artificial Intelligence ObjectStorage Databases Data warehouse Streaming analytics BI Hadoop Spark/Presto Elasticsearch Click stream User activity Generated content Purchases Clicks Likes Sensor data More Users Better Products More Data Better Analytics
  • 7. Machine Learning & Artificial Intelligence A Flywheel For Data More Users Better Products More Data Better Analytics Big Data
  • 9.
  • 10. AI Applications on AWS Netflix Recommendation Engine Pinterest Lens
  • 11. Building Smarter Applications / Autonomous Systems UNNI_K_PILLAI
  • 12. Natural Language Processing Computer Vision Speak Synthesis Building Smarter Applications / Autonomous Systems
  • 13. Can We Help Customers Put Intelligence At The HeartOf Every Application & Business?
  • 14. DIY Deep Learning for Custom Models AI Enabled Managed API Services Amazon AI: New Deep Learning Services Polly Rekognition Deep Learning Frameworks MXNet, TensorFlow, Theano, Caffe, Torch CONTROL USABILITY& SIMPLICITY Lex
  • 15. One-Click GPU Deep Learning AWS Deep Learning AMI Up to~40k CUDAcores MXNet TensorFlow Theano Caffe Torch Pre-configured CUDA drivers Anaconda, Python3 + CloudFormation template + Container Image
  • 17. 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 Integrated with S3, Lambda, Polly, Lex
  • 18. Object and Scene Detection Generate labels for thousands of objects, scenes, and concepts, each with a confidence score • Search, filter, and curate image libraries • Smart searches for user generated content • Photo, travel, real estate, vacation rental applications Maple Plant Villa Garden Water Swimming Pool Tree Potted Plant Backyard
  • 19. Demographic Data Facial Landmarks Sentiment Expressed Image Quality Facial Analysis General Attributes
  • 20. Demographic Data Facial Landmarks Sentiment Expressed Image Quality Facial Analysis Brightness: 25.84 Sharpness: 160 General Attributes
  • 21. Look Your Best All Day Time for A New Look? Facial Analysis - Use Case (Targeted Marketing) Demographic and Sentiment Analysis PersonAPersonB Sees Sees
  • 22. Face Comparison Measure the likelihood that faces in two images are of the same person • Add face verification to applications and devices • Extend physical security controls • Provide guest access to VIP-only facilities • Verify users for online exams and polls
  • 23. Facial Recognition Identify people in images by finding the closest match for an input face image against a collection of stored face vectors • Add friend tagging to social and messaging apps • Assist public safety officers find missing persons • Identify employees as they access sensitive locations • Identify celebrities in historical media archives
  • 25. Converts text to life-like speech 47 voices 24 languages Low latency, real time Fully managed Polly: Life-like Speech Service Voice Quality & Pronunciation 1. Automatic, Accurate Text Processing 2. Intelligible and Easy to Understand 3. Add Semantic Meaning to Text 4. Customized Pronunciation Articles and Blogs Training Material Chatbots (Lex) Public Announcements
  • 27. Voice & Text “Chatbots” Powers Alexa Voice interactions on mobile, web & devices Text interaction with Slack & Messenger (with more coming) Enterprise Connectors Salesforce Microsoft Dynamics Marketo Zendesk Quickbooks Hubspot Lex: Build Natural, Conversational Interactions In Voice & Text Improving human interactions… • Contact, service, and support center interfaces (text + voice) • Employee productivity and collaboration (minutes into seconds)
  • 28. “Book a flight to Hong Kong from Singapore” Automatic Speech Recognition Natural Language Understanding Book Flight London Utterances Flight Booking Flight booking London Heathrow Intent / Slot model Key Value Origin Destination Departure Date
  • 29. Automatic Speech Recognition Natural Language Understanding Book Flight London Utterances Flight Booking Flight booking London Heathrow Intent / Slot model Key Value Origin Changi (SIN) Destination Hong Kong (HKG) Departure Date “Book a flight to Hong Kong from Singapore” Location Location
  • 30. Automatic Speech Recognition Natural Language Understanding Book Flight London Utterances Flight Booking Flight booking London Heathrow Intent / Slot model “When would you like to fly?” Prompt “When would you like to fly?” Polly “Book a flight to Hong Kong from Singapore” Key Value Origin Changi (SIN) Destination Hong Kong (HKG) Departure Date Location Location
  • 31. Flight Booking “When would you like to fly?” Prompt “When would you like to fly?” Polly “Next Friday” Key Value Origin Changi (SIN) Destination Hong Kong (HKG) Departure Date
  • 32. “Next Friday” Automatic Speech Recognition Next Friday Utterances Flight Booking Natural Language Understanding Flight booking 02 / 24 / 2017 Intent / Slot model Key Value Origin Changi (SIN) Destination Hong Kong (HKG) Departure Date 23/June/2017 Date Date
  • 33. “Next Friday” Automatic Speech Recognition Next Friday Utterances Flight Booking Natural Language Understanding Flight booking 02 / 24 / 2017 Intent / Slot model “Your flight is booked for next Friday” Polly Confirmation “Your flight is booked for next Friday” Key Value Origin Changi (SIN) Destination Hong Kong (HKG) Departure Date 23/June/2017
  • 35. Camera Door Lock Door BellVisitor iotButtonDoorbellPressed smsDeliveryHandler verifyFace AWS IoT SNS S3 Bucket Lex Rekognition Polly CloudWatch Log Voice User Interface API calls Image Upload API call SMS SMS Delivery Report Prompt for passcode New passcode Doorbell Is pressed Command to Capture photo
  • 36.