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Intro to Amazon AI Services

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Intro to Amazon AI Services by Boaz Ziniman

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Intro to Amazon AI Services

  1. 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. 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. 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. 4. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  5. 5. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  6. 6. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  7. 7. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 25,000 skills
  8. 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. 9. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Machine Learning On AWS Today
  10. 10. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon AI Ecosystem
  11. 11. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon AI Ecosystem
  12. 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. 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. 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. 15. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon AI Ecosystem
  16. 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. 17. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon AI Ecosystem
  18. 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. 19. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon AI Ecosystem
  20. 20. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Polly Text-to-Speech Artificial Intelligence Services on AWS
  21. 21. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Rekognition Image Analysis Artificial Intelligence Services on AWS
  22. 22. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Lex Conversation Bots Artificial Intelligence Services on AWS
  23. 23. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Polly Text-to-Speech Artificial Intelligence Services on AWS
  24. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 35. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Rekognition Image Analysis Artificial Intelligence Services on AWS
  36. 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. 37. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Object & Scene Detection
  38. 38. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Facial Analysis
  39. 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. 40. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Celebrity Recognition
  41. 41. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Facial Search
  42. 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. 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. 44. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. https://aws.amazon.com/solutions/case-studies/cspan/
  45. 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. 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. 47. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Lex Conversation Bots Artificial Intelligence Services on AWS
  48. 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. 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. 50. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Origin Destination Departure Date ✈ Flight Booking
  51. 51. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Origin Destination Departure Date ✈ Flight Booking “Book a flight to London”
  52. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 66. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Wrap up
  67. 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. 68. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Thank you! @ziniman

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