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20180211 alexa day 2018 Alexa and Machine Learning on AWS

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2018年2月11日のAlexa Day 2018でお話した資料です。

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20180211 alexa day 2018 Alexa and Machine Learning on AWS

  1. 1. #alexaday2018 #jawsug Alexa and Machine Learning on AWS Alexa Day 2018 Original Update by tanakawho / https://www.flickr.com/photos/28481088@N00/6880188670
  2. 2. #alexaday2018 #jawsug Takuya Oketani Solutions Architect Solutions Architecture, Osaka Amazon Web Services Japan K.K. @okeee0315 ❤ Amazon Echo & Alexa ❤ AWS ML Platform
  3. 3. #alexaday2018 #jawsug Hashtag #alexaday2018 #jawsug Original Update by stevegarfield / https://www.flickr.com/photos/stevegarfield/4247757731/
  4. 4. #alexaday2018 #jawsug www.slideshare.net/okeee0315 Original Update by Sylvain Kalache / https://www.flickr.com/photos/sylvainkalache/6976050386/
  5. 5. #alexaday2018 #jawsug • • • • •
  6. 6. #alexaday2018 #jawsug • • •
  7. 7. #alexaday2018 #jawsug • • •
  8. 8. #alexaday2018 #jawsug
  9. 9. #alexaday2018 #jawsug Amazon’s Mission:
  10. 10. Cloud + BigData + Machine Learning
  11. 11. #alexaday2018 #jawsug
  12. 12. #alexaday2018 #jawsug Search & Discovery Fulfilment & Logistics Existing Products New Initiatives
  13. 13. #alexaday2018 #jawsug Amazon Robotics Amazon Dash Amazon PrimeAirAmazon Echo Amazon go Amazon Key
  14. 14. #alexaday2018 #jawsug • • • • • • • • • • • • • • • •
  15. 15. A l e x a V o i c e S e r v i c e A l e x a S k i l l s K i t
  16. 16. #alexaday2018 #jawsug
  17. 17. #alexaday2018 #jawsug 1970s 1980s 1990s PRESENT2000s Character Mode GUI Web Mobile VUI
  18. 18. #alexaday2018 #jawsug Gartner Top 10 Strategic Technology Trends for 2018, October 2017
  19. 19. #alexaday2018 #jawsug Source: MindMeld TIME 2 0 0 5 2 0 1 0 2 0 1 5 2 0 2 0 0 B 1 0 0 B 2 0 0 B 3 0 0 B • • • K E Y W O R D S E A R C H E S V O I C E S E A R C H E S WORLD WIDE SEARCHES PER MONTH
  20. 20. #alexaday2018 #jawsug “Alexa, call Jane” “Alexa, order a pizza” “Alexa, Start my TV” “Alexa, lower the temperature” “Alexa, dim the lights”
  21. 21. #alexaday2018 #jawsug
  22. 22. #alexaday2018 #jawsug Deploying Alexa at Scale Is Challenging
  23. 23. #alexaday2018 #jawsug
  24. 24. #alexaday2018 #jawsug Alexa for Business Introducing Y o u r i n t e l l i g e n t a s s i s t a n t f o r w o r k
  25. 25. #alexaday2018 #jawsug Alexa for Business
  26. 26. #alexaday2018 #jawsug
  27. 27. #alexaday2018 #jawsug
  28. 28. #alexaday2018 #jawsug Conference provider “Alexa, join my meeting”
  29. 29. #alexaday2018 #jawsug
  30. 30. #alexaday2018 #jawsug
  31. 31. #alexaday2018 #jawsug S M A R T H O M E C O N N E C T E D C A R S P O R T S E N T E R T A I N M E N T E D U C A T I O N & R E F E R E N C E H E A L T H & F I T N E S S T R A V E L F O O D & D R I N K L I F E S T Y L EF I N A N C E 27,000 skills and growing
  32. 32. #alexaday2018 #jawsug • • • Request Response Your service
  33. 33. #alexaday2018 #jawsug Smart Conferencing Skill Parameters
  34. 34. #alexaday2018 #jawsug
  35. 35. #alexaday2018 #jawsug Voice-enabled office Quick access to business metrics Conference automation with Amazon Chime Inventory status check on ingredients IT procurement status update Voice-enabled Polycom conference rooms Hands-free conference room experience Conference automation with Amazon Chime
  36. 36. #alexaday2018 #jawsug • Setup your Alexa for Business account at console.aws.amazon.com/a4b • Purchase Alexa for Business Starter Kit at www.amazon.com/b/a4b-starterkit • Follow the Admin Guide at docs.aws.amazon.com/a4B/latest/ag/what-is.html • Visit the Alexa for Business Getting Started page at aws.amazon.com/alexaforbusiness/getting-started
  37. 37. #alexaday2018 #jawsug
  38. 38. #alexaday2018 #jawsug Services Amazon Rekognition Platform Engines TensorFlow Caffe Torch Theano CNTK Keras CPU IoT MobileInfrastructure GPU MXNet AWS Deep Learning AMI (Amazon Linux / Ubuntu / Windows) Amazon Polly Amazon Lex Amazon Comprehend Amazon Translate Amazon Transcribe Amazon Machine Learning Apache Spark Amazon EMR Amazon Kinesis AWS Batch Amazon ECS Amazon SageMaker
  39. 39. #alexaday2018 #jawsug© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  40. 40. #alexaday2018 #jawsug Services Amazon Rekognition Platform Engines TensorFlow Caffe Torch Theano CNTK Keras CPU IoT MobileInfrastructure GPU MXNet AWS Deep Learning AMI (Amazon Linux / Ubuntu / Windows) Amazon Polly Amazon Lex Amazon Comprehend Amazon Translate Amazon Transcribe Amazon Machine Learning Apache Spark Amazon EMR Amazon Kinesis AWS Batch Amazon ECS Amazon SageMaker
  41. 41. #alexaday2018 #jawsug
  42. 42. #alexaday2018 #jawsug • • •
  43. 43. #alexaday2018 #jawsug
  44. 44. #alexaday2018 #jawsug
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  47. 47. #alexaday2018 #jawsug • • • •
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  50. 50. #alexaday2018 #jawsug
  51. 51. #alexaday2018 #jawsug • • •
  52. 52. #alexaday2018 #jawsug
  53. 53. #alexaday2018 #jawsug • •
  54. 54. #alexaday2018 #jawsug
  55. 55. #alexaday2018 #jawsug
  56. 56. #alexaday2018 #jawsug
  57. 57. #alexaday2018 #jawsug
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  59. 59. #alexaday2018 #jawsug
  60. 60. #alexaday2018 #jawsug • – • •
  61. 61. #alexaday2018 #jawsug
  62. 62. #alexaday2018 #jawsug
  63. 63. #alexaday2018 #jawsug • • •
  64. 64. #alexaday2018 #jawsug Hello /Hola
  65. 65. #alexaday2018 #jawsug 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 “Hi, I would like to reschedule my flight to Seattle to later tonight” 3.480 sec Confidence : 1 6.402 sec Confidence : 0.95 10.541 sec Confidence : 1
  66. 66. #alexaday2018 #jawsug please extrapolate the projections based on market growth and segment share can you email it to me once you are done Please extrapolate the projections based on market growth and segment share. Can you email it to me once you’re done?
  67. 67. #alexaday2018 #jawsug AWS Lambda Amazon S3 Amazon Athena Audio Input Amazon QuickSight Amazon Comprehend Amazon Transcribe
  68. 68. #alexaday2018 #jawsug
  69. 69. #alexaday2018 #jawsug© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  70. 70. #alexaday2018 #jawsug Services Amazon Rekognition Platform Engines TensorFlow Caffe Torch Theano CNTK Keras CPU IoT MobileInfrastructure GPU MXNet AWS Deep Learning AMI (Amazon Linux / Ubuntu / Windows) Amazon Polly Amazon Lex Amazon Comprehend Amazon Translate Amazon Transcribe Amazon Machine Learning Apache Spark Amazon EMR Amazon Kinesis AWS Batch Amazon ECS Amazon SageMaker
  71. 71. #alexaday2018 #jawsug Feedback Loop Formulate the problem Collect labeled data Analyze data Process features Train a model Evaluate model accuracy Predict data (batch or real time)
  72. 72. #alexaday2018 #jawsug Formulate the problem Collect labeled data Analyze data Process features Train a model Evaluate model accuracy Predict data (batch or real time) Feedback Loop Amazon ML Solutions Lab AWS Storage Services AWS Analytics Services Amazon Mechanical Turk AWS ML Services AWS ETL Services AWS Streaming Services
  73. 73. #alexaday2018 #jawsug
  74. 74. #alexaday2018 #jawsug • • • •
  75. 75. #alexaday2018 #jawsug
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  79. 79. #alexaday2018 #jawsug • •
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  82. 82. #alexaday2018 #jawsug (1) (2)
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  87. 87. #alexaday2018 #jawsug • • • • •
  88. 88. #alexaday2018 #jawsug • • • • •
  89. 89. #alexaday2018 #jawsug • • • •
  90. 90. #alexaday2018 #jawsug • • • • • •
  91. 91. #alexaday2018 #jawsug • • • • • • •
  92. 92. #alexaday2018 #jawsug© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  93. 93. #alexaday2018 #jawsug Services Amazon Rekognition Platform Engines TensorFlow Caffe Torch Theano CNTK Keras CPU IoT MobileInfrastructure GPU MXNet AWS Deep Learning AMI (Amazon Linux / Ubuntu / Windows) Amazon Polly Amazon Lex Amazon Comprehend Amazon Translate Amazon Transcribe Amazon Machine Learning Apache Spark Amazon EMR Amazon Kinesis AWS Batch Amazon ECS Amazon SageMaker
  94. 94. #alexaday2018 #jawsug
  95. 95. #alexaday2018 #jawsug • • AWS Deep Learning AMI MXNet TensorFlow Caffe & Caffe2 Theano Cognitive Toolkit Torch Keras Nvidia CUDA & cuDNN Python 2 & Python 3 Intel MKL Anaconda Amazon EC2 (Amazon Linux / Ubuntu / Windows)
  96. 96. #alexaday2018 #jawsug • • • •
  97. 97. #alexaday2018 #jawsug • • • • • • • •
  98. 98. #alexaday2018 #jawsug© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  99. 99. #alexaday2018 #jawsug Services Amazon Rekognition Platform Engines TensorFlow Caffe Torch Theano CNTK Keras CPU IoT MobileInfrastructure GPU MXNet AWS Deep Learning AMI (Amazon Linux / Ubuntu / Windows) Amazon Polly Amazon Lex Amazon Comprehend Amazon Translate Amazon Transcribe Amazon Machine Learning Apache Spark Amazon EMR Amazon Kinesis AWS Batch Amazon ECS Amazon SageMaker
  100. 100. #alexaday2018 #jawsug • • •
  101. 101. #alexaday2018 #jawsug • 0 20 40 60 80 100 120 140 K80 P100 V100 Mixed/FP16 Perf (TFLOPS) 0 2 4 6 8 10 12 14 16 K80 P100 V100 FP32 Perf (TFLOPS) 0 1 2 3 4 5 6 7 8 K80 P100 V100 FP64 Perf (TFLOPS) 0 1000 2000 3000 4000 5000 6000 K80 P100 V100 Resnet-50 8 GPU (Images/sec)
  102. 102. #alexaday2018 #jawsug© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  103. 103. #alexaday2018 #jawsug
  104. 104. #alexaday2018 #jawsug
  105. 105. #alexaday2018 #jawsug • • •
  106. 106. #alexaday2018 #jawsug Enjoy Amazon Alexa & Machine Laerning on AWS
  107. 107. #alexaday2018 #jawsug announce
  108. 108. #alexaday2018 #jawsug https://www.amazon.jobs/jp
  109. 109. #alexaday2018 #jawsug
  110. 110. #alexaday2018 #jawsug We are Hiring ! Join Us !

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