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An Introduction to AI Services on AWS - Web Summit Lisbon
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An overview of AWS AI Services covering Polly, Rekognition and Lex.
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An Introduction to AI Services on AWS - Web Summit Lisbon
1.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Web Summit - Lisbon November 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. General-purpose GPU compute applications. Features: • High Frequency Intel Xeon E5-2686v4 (Broadwell) • High-performance NVIDIA K80 GPUs, each with 2,496 parallel processing cores and 12GiB of GPU memory • Supports GPUDirect™ • Enhanced Networking • EBS-optimized by default at no additional cost Amazon EC2 P2 Instances Instance Size GPUs GPU Peer to Peer vCPUs Memory (GiB) Network Bandwidth* p2.xlarge 1 - 4 61 1.25Gbps p2.8xlarge 8 Y 32 488 10Gbps p2.16xlarge 16 Y 64 732 20Gbps
13.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. General-purpose GPU compute applications. Features: • High Frequency Intel Xeon E5-2686v4 (Broadwell) • High-performance NVIDIA V100 GPUs, each with 5,120 GPU cores + 640 Tensor cores and 16GiB of GPU memory • Supports GPUDirect™ • Enhanced Networking • EBS-optimized by default at no additional cost Amazon EC2 P3 Instances Instance Size GPUs GPU Peer to Peer vCPUs Memory (GiB) Network Bandwidth* p3.2xlarge 1 - 8 61 Up to 10Gbps p3.8xlarge 4 Y 32 244 10Gbps p3.16xlarge 8 Y 64 488 25Gbps
14.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Expedia - Ranking Hotel Images Leading online travel company How to improve hotels listing images? • Use GPUs and deep learning to rank hotel images • Build a model based on 100K images How to rank 10M images? • Use data parallelization across multiple GPUs on AWS • Improve ranking time from more than a week to 1 day
15.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon AI Ecosystem
16.
© 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
17.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon AI Ecosystem
18.
© 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?
19.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon AI Ecosystem
20.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Polly Text-to-Speech Artificial Intelligence Services on AWS
21.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Rekognition Image Analysis Artificial Intelligence Services on AWS
22.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Lex Conversation Bots Artificial Intelligence Services on AWS
23.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Polly Text-to-Speech Artificial Intelligence Services on AWS
24.
© 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
25.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. A Focus On Voice Quality & Pronunciation 1. Automatic, Accurate Text Processing • “Today in Seattle, WA, it’s 11°F” • ‘"We live for the music" live from the Madison Square Garden.’
26.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. A Focus On Voice Quality & Pronunciation 1. Automatic, Accurate Text Processing 2. Intelligible and Easy to Understand
27.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. A Focus On Voice Quality & Pronunciation 1. Automatic, Accurate Text Processing 2. Intelligible and Easy to Understand 3. Add Semantic Meaning to Text
28.
© 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
29.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. A Focus On Voice Quality & Pronunciation 1. Automatic, Accurate Text Processing 2. Intelligible and Easy to Understand 3. Add Semantic Meaning to Text • “Richard’s number is 2122341237“ <say-as interpret-as="telephone">
30.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. A Focus On Voice Quality & Pronunciation 1. Automatic, Accurate Text Processing 2. Intelligible and Easy to Understand 3. Add Semantic Meaning to Text • “Richard’s number is 2122341237“ • “My daughter’s name is Kaja.”
31.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. A Focus On Voice Quality & Pronunciation 1. Automatic, Accurate Text Processing 2. Intelligible and Easy to Understand 3. Add Semantic Meaning to Text • “Richard’s number is 2122341237“ • “My daughter’s name is Kaja.” 4. Amazon Polly-specific tags • dynamic range compression (drc) <speak><prosody volume="loud">This text needs to be understandable and loud.<amazon:effect name="drc">This text also needs to be more understandable in a moving car.</amazon:effect></prosody></speak>
32.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. A Focus On Voice Quality & Pronunciation 1. Automatic, Accurate Text Processing 2. Intelligible and Easy to Understand 3. Add Semantic Meaning to Text • “Richard’s number is 2122341237“ • “My daughter’s name is Kaja.” 4. Amazon Polly-specific tags • dynamic range compression (drc) • whispered
33.
© 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
34.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. High quality, through best-in-class deep learning Deep functionality Easy to use & thoughtfully integrated Built for production Low cost Polly: Life-like Speech Service
35.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Rekognition Image Analysis Artificial Intelligence Services on AWS
36.
© 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
37.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Object & Scene Detection
38.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Facial Analysis
39.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Smiling? Facial Analysis (Deep) Learning from a Masterpiece http://bit.ly/MonaLisaAI
40.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Celebrity Recognition
41.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Facial Search
42.
© 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
43.
© 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
44.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. https://aws.amazon.com/solutions/case-studies/cspan/
45.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved.© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. DEMO
46.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. High quality, through best-in-class deep learning Deep functionality Easy to use & thoughtfully integrated Built for production Low cost Rekognition: Search & Understand Visual Content
47.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Lex Conversation Bots Artificial Intelligence Services on AWS
48.
© 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
49.
© 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
50.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Origin Destination Departure Date ✈ Flight Booking
51.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Origin Destination Departure Date ✈ Flight Booking “Book a flight to London”
52.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. “Book a flight to London” Automatic Speech Recognition Book Flight London Origin Destination Departure Date ✈ Flight Booking
53.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Natural Language Understanding Flight booking London Heathrow “Book a flight to London” Automatic Speech Recognition Book Flight London Origin Destination Departure Date ✈ Flight Booking
54.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Natural Language Understanding Flight booking London Heathrow “Book a flight to London” Automatic Speech Recognition Book Flight London Origin Destination London Heathrow Departure Date ✈ Flight Booking
55.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Natural Language Understanding Flight booking London Heathrow “Book a flight to London” Automatic Speech Recognition Book Flight London Origin Lisbon Destination London Heathrow Departure Date ✈ Flight Booking
56.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Natural Language Understanding Flight booking London Heathrow “Book a flight to London” Automatic Speech Recognition Book Flight London Origin Lisbon Destination London Heathrow Departure Date ✈ Flight Booking Prompt “When would you like to fly?”
57.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. “When would you like to fly?” Polly Prompt “When would you like to fly?” Natural Language Understanding Flight booking London Heathrow “Book a flight to London” Automatic Speech Recognition Book Flight London Origin Lisbon Destination London Heathrow Departure Date ✈ Flight Booking
58.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. “When would you like to fly?” “Next Friday” Origin Lisbon Destination London Heathrow Departure Date ✈ Flight Booking
59.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. “Next Friday” Origin Lisbon Destination London Heathrow Departure Date ✈ Flight Booking Automatic Speech Recognition Next Friday
60.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. “Next Friday” Origin Lisbon Destination London Heathrow Departure Date ✈ Flight Booking Natural Language Understanding Flight booking 10/11/2017 Automatic Speech Recognition Next Friday
61.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. “Next Friday” Origin Lisbon Destination London Heathrow Departure Date 10/11/2017 ✈ Flight Booking Natural Language Understanding Flight booking 10/11/2017 Automatic Speech Recognition Next Friday
62.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Origin Lisbon Destination London Heathrow Departure Date 10/11/2017 ✈ Flight Booking
63.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Origin Lisbon Destination London Heathrow Departure Date 10/11/2017 ✈ Flight Booking Confirmation “Your flight is booked for next Friday”
64.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Origin Lisbon Destination London Heathrow Departure Date 10/11/2017 ✈ Flight Booking Confirmation “Your flight is booked for next Friday” “Your flight is booked for next Friday” Polly
65.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Lex: Build Natural, Conversational Interactions In Voice & Text High quality, through best-in-class deep learning Deep functionality Easy to use & thoughtfully integrated Built for production Low cost
66.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Wrap up
67.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved.© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Smile! @ziniman
68.
© 2017, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Thank you! @ziniman
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