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#jawsdays #jd2018_f #jawsug
Takuya Oketani
Solutions Architect, Amazon Web Services Japan K.K.
2018/03/10
AWS ML Platform
...
#jawsdays #jd2018_f #jawsug
Who am I
Takuya Oketani @okeee0315
Solutions Architect, Osaka
Amazon Web Services Japan K.K.
-...
#jawsdays #jd2018_f #jawsug
Hashtag
#jawsdays
#jd2018_f
#jawsug
Original Update by stevegarfield / https://www.flickr.com/...
#jawsdays #jd2018_f #jawsug
www.slideshare.net/okeee0315
Original Update by Sylvain Kalache / https://www.flickr.com/photo...
#jawsdays #jd2018_f #jawsug
Agenda
• What is Machine Learning
• Why Machine Learning
• Machine Learning
• AWS ML Platform
#jawsdays #jd2018_f #jawsug
#jawsdays #jd2018_f #jawsug
Machine Learning Artificial Intelligence
Artificial Intelligence
Machine Learning
#jawsdays #jd2018_f #jawsug
Machine Learning Artificial Intelligence
Artificial Intelligence
Machine Learning
#jawsdays #jd2018_f #jawsug
Machine Learning Artificial Intelligence
Artificial Intelligence
Machine Learning
Strong AI
#jawsdays #jd2018_f #jawsug
Machine Learning Artificial Intelligence
Artificial Intelligence
Weak AI
Machine Learning
#jawsdays #jd2018_f #jawsug
•
•
•
•
•
•
•
•
•
#jawsdays #jd2018_f #jawsug
Machine Learning Artificial Intelligence
Artificial Intelligence
Machine Learning
#jawsdays #jd2018_f #jawsug
Machine Learning Artificial Intelligence
Artificial Intelligence
Machine Learning
Deep Learning
#jawsdays #jd2018_f #jawsug
What is Deep Learning
#jawsdays #jd2018_f #jawsug
Neural Network
•
•
•
Original Update by Tsahi Levent-Levi / https://www.flickr.com/photos/1262...
#jawsdays #jd2018_f #jawsug
•
•
Neural Network
#jawsdays #jd2018_f #jawsug
Neural Network
#jawsdays #jd2018_f #jawsug
Inference by Neural Network
#jawsdays #jd2018_f #jawsug
Learning of Neural Network
#jawsdays #jd2018_f #jawsug
•
•
•
•
•
•
•
•
•
#jawsdays #jd2018_f #jawsug
Artificial Intelligence
Weak AI
Machine Learning Artificial Intelligence
Machine Learning
Deep...
#jawsdays #jd2018_f #jawsugWhy Machine Learning
Original Update by Peter Reed / https://www.flickr.com/photos/petereed/496...
#jawsdays #jd2018_f #jawsug
Why Machine Learning
• Big Data
•
•
• etc
#jawsdays #jd2018_f #jawsug
Data
#jawsdays #jd2018_f #jawsug
Data
#jawsdays #jd2018_f #jawsug
Rule Based Programming
#jawsdays #jd2018_f #jawsug
Rule Based Programming
#jawsdays #jd2018_f #jawsug
Rule Based Programming
Static Rules Bug-Prone Complicated Cannot ScaleAlways Behind
#jawsdays #jd2018_f #jawsug
Self Improving Easy to Maintain ScalableRealtimeDynamic Rules
#jawsdays #jd2018_f #jawsug
Machine Learning
#jawsdays #jd2018_f #jawsug
Machine Learning
#jawsdays #jd2018_f #jawsug
Machine Learning
Machine Learning
Rule Based Programming
#jawsdays #jd2018_f #jawsug
Why Machine Learning
• Big Data
•
•
• etc
• Rule Based Programming
• Machine Learning
#jawsdays #jd2018_f #jawsug
1994
Books…
2017
E-commerce, Kindle, Prime, …
Amazon.com
#jawsdays #jd2018_f #jawsug
Amazon’s Technology Innovation
Search &
Discovery
Fulfilment &
Logistics
Existing
Products
New...
#jawsdays #jd2018_f #jawsugMachine Learning
Original Update by Alan Turkus / https://www.flickr.com/photos/aturkus/2557151...
#jawsdays #jd2018_f #jawsug
Machine Learning
GPU CPUGPU
#jawsdays #jd2018_f #jawsug
Machine Learning
GPU CPU
GPU
#jawsdays #jd2018_f #jawsug
Machine Learning
#jawsdays #jd2018_f #jawsug
Machine Learning
#jawsdays #jd2018_f #jawsug
Machine Learning
#jawsdays #jd2018_f #jawsug
Machine Learning
#jawsdays #jd2018_f #jawsug
Machine Learning
•
•
•
•
•
#jawsdays #jd2018_f #jawsug
AWS ML Platform
Original Update by Andy Nicolson / https://www.flickr.com/photos/andynicolson/...
#jawsdays #jd2018_f #jawsug
AWS
#jawsdays #jd2018_f #jawsug
Services Amazon
Rekognition
Platform
Engines
TensorFlow Caffe Torch Theano CNTK Keras
CPU IoT ...
#jawsdays #jd2018_f #jawsug
Services Amazon
Rekognition
Platform
Engines
TensorFlow Caffe Torch Theano CNTK Keras
CPU IoT ...
#jawsdays #jd2018_f #jawsug
AWS ML Services
Amazon Rekognition Image
Amazon Rekognition Video
Speech-to-Text Amazon Transc...
#jawsdays #jd2018_f #jawsug
AWS ML Services
•
•
•
• Machine
Learning
• API
•
#jawsdays #jd2018_f #jawsug
AWS ML Services
• Transcribe + Comprehend
• Transcribe + Translate
• Translate + Comprehend
• ...
#jawsdays #jd2018_f #jawsug
#jawsdays #jd2018_f #jawsug
#jawsdays #jd2018_f #jawsug
AWS Lambda
Amazon S3
Amazon
Athena
Audio Input
Amazon
QuickSight
Amazon
Comprehend
Amazon
Tran...
#jawsdays #jd2018_f #jawsug
Services Amazon
Rekognition
Platform
Engines
TensorFlow Caffe Torch Theano CNTK Keras
CPU IoT ...
#jawsdays #jd2018_f #jawsug
#jawsdays #jd2018_f #jawsug
Amazon SageMaker
•
• 4
#jawsdays #jd2018_f #jawsug
Amazon SageMaker
•
•
•
•
•
•
•
•
•
#jawsdays #jd2018_f #jawsug
Services Amazon
Rekognition
Platform
Engines
TensorFlow Caffe Torch Theano CNTK Keras
CPU IoT ...
#jawsdays #jd2018_f #jawsug
Deep Learning AMI
• Deep Learning
AMI
• Ubuntu Amazon Linux
Windows
• Chainer
• Tensorflow 1.5...
#jawsdays #jd2018_f #jawsug
•
•
•
•
#jawsdays #jd2018_f #jawsug
•
•
•
•
•
•
•
•
•
#jawsdays #jd2018_f #jawsug
Services Amazon
Rekognition
Platform
Engines
TensorFlow Caffe Torch Theano CNTK Keras
CPU IoT ...
#jawsdays #jd2018_f #jawsug
•
•
•
#jawsdays #jd2018_f #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 P...
#jawsdays #jd2018_f #jawsug© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
#jawsdays #jd2018_f #jawsug
#jawsdays #jd2018_f #jawsug
#jawsdays #jd2018_f #jawsug
•
•
•
•
#jawsdays #jd2018_f #jawsug
Enjoy Machine Learning
#jawsdays #jd2018_f #jawsug
#jawsdays #jd2018_f #jawsug
We are Hiring !
#jawsdays #jd2018_f #jawsug
Appendix
#jawsdays #jd2018_f #jawsug
Appendix
• AWS Black Belt Online Seminer Amazon SageMaker
• https://www.slideshare.net/AmazonW...
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20180310 jawsdays2018 開発者とデータサイエンティストを支えるAWS ML Platform

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2018年3月10日のJAWS DAYS 2018でお話した資料です。
jawsdays2018.jaws-ug.jp

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20180310 jawsdays2018 開発者とデータサイエンティストを支えるAWS ML Platform

  1. 1. #jawsdays #jd2018_f #jawsug Takuya Oketani Solutions Architect, Amazon Web Services Japan K.K. 2018/03/10 AWS ML Platform JAWS DAYS 2018
  2. 2. #jawsdays #jd2018_f #jawsug Who am I Takuya Oketani @okeee0315 Solutions Architect, Osaka Amazon Web Services Japan K.K. - SIer - 2013 - CIer -2017 - Now HighBall AWS ML Platform Amazon Echo & Alexa
  3. 3. #jawsdays #jd2018_f #jawsug Hashtag #jawsdays #jd2018_f #jawsug Original Update by stevegarfield / https://www.flickr.com/photos/stevegarfield/4247757731/
  4. 4. #jawsdays #jd2018_f #jawsug www.slideshare.net/okeee0315 Original Update by Sylvain Kalache / https://www.flickr.com/photos/sylvainkalache/6976050386/
  5. 5. #jawsdays #jd2018_f #jawsug Agenda • What is Machine Learning • Why Machine Learning • Machine Learning • AWS ML Platform
  6. 6. #jawsdays #jd2018_f #jawsug
  7. 7. #jawsdays #jd2018_f #jawsug Machine Learning Artificial Intelligence Artificial Intelligence Machine Learning
  8. 8. #jawsdays #jd2018_f #jawsug Machine Learning Artificial Intelligence Artificial Intelligence Machine Learning
  9. 9. #jawsdays #jd2018_f #jawsug Machine Learning Artificial Intelligence Artificial Intelligence Machine Learning Strong AI
  10. 10. #jawsdays #jd2018_f #jawsug Machine Learning Artificial Intelligence Artificial Intelligence Weak AI Machine Learning
  11. 11. #jawsdays #jd2018_f #jawsug • • • • • • • • •
  12. 12. #jawsdays #jd2018_f #jawsug Machine Learning Artificial Intelligence Artificial Intelligence Machine Learning
  13. 13. #jawsdays #jd2018_f #jawsug Machine Learning Artificial Intelligence Artificial Intelligence Machine Learning Deep Learning
  14. 14. #jawsdays #jd2018_f #jawsug What is Deep Learning
  15. 15. #jawsdays #jd2018_f #jawsug Neural Network • • • Original Update by Tsahi Levent-Levi / https://www.flickr.com/photos/126293865@N04/14953538130
  16. 16. #jawsdays #jd2018_f #jawsug • • Neural Network
  17. 17. #jawsdays #jd2018_f #jawsug Neural Network
  18. 18. #jawsdays #jd2018_f #jawsug Inference by Neural Network
  19. 19. #jawsdays #jd2018_f #jawsug Learning of Neural Network
  20. 20. #jawsdays #jd2018_f #jawsug • • • • • • • • •
  21. 21. #jawsdays #jd2018_f #jawsug Artificial Intelligence Weak AI Machine Learning Artificial Intelligence Machine Learning Deep Learning Strong AI
  22. 22. #jawsdays #jd2018_f #jawsugWhy Machine Learning Original Update by Peter Reed / https://www.flickr.com/photos/petereed/496392956/
  23. 23. #jawsdays #jd2018_f #jawsug Why Machine Learning • Big Data • • • etc
  24. 24. #jawsdays #jd2018_f #jawsug Data
  25. 25. #jawsdays #jd2018_f #jawsug Data
  26. 26. #jawsdays #jd2018_f #jawsug Rule Based Programming
  27. 27. #jawsdays #jd2018_f #jawsug Rule Based Programming
  28. 28. #jawsdays #jd2018_f #jawsug Rule Based Programming Static Rules Bug-Prone Complicated Cannot ScaleAlways Behind
  29. 29. #jawsdays #jd2018_f #jawsug Self Improving Easy to Maintain ScalableRealtimeDynamic Rules
  30. 30. #jawsdays #jd2018_f #jawsug Machine Learning
  31. 31. #jawsdays #jd2018_f #jawsug Machine Learning
  32. 32. #jawsdays #jd2018_f #jawsug Machine Learning Machine Learning Rule Based Programming
  33. 33. #jawsdays #jd2018_f #jawsug Why Machine Learning • Big Data • • • etc • Rule Based Programming • Machine Learning
  34. 34. #jawsdays #jd2018_f #jawsug 1994 Books… 2017 E-commerce, Kindle, Prime, … Amazon.com
  35. 35. #jawsdays #jd2018_f #jawsug Amazon’s Technology Innovation Search & Discovery Fulfilment & Logistics Existing Products New Initiatives
  36. 36. #jawsdays #jd2018_f #jawsugMachine Learning Original Update by Alan Turkus / https://www.flickr.com/photos/aturkus/2557151889/
  37. 37. #jawsdays #jd2018_f #jawsug Machine Learning GPU CPUGPU
  38. 38. #jawsdays #jd2018_f #jawsug Machine Learning GPU CPU GPU
  39. 39. #jawsdays #jd2018_f #jawsug Machine Learning
  40. 40. #jawsdays #jd2018_f #jawsug Machine Learning
  41. 41. #jawsdays #jd2018_f #jawsug Machine Learning
  42. 42. #jawsdays #jd2018_f #jawsug Machine Learning
  43. 43. #jawsdays #jd2018_f #jawsug Machine Learning • • • • •
  44. 44. #jawsdays #jd2018_f #jawsug AWS ML Platform Original Update by Andy Nicolson / https://www.flickr.com/photos/andynicolson/8264462657/
  45. 45. #jawsdays #jd2018_f #jawsug AWS
  46. 46. #jawsdays #jd2018_f #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) AWS ML Platform 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 Chainer
  47. 47. #jawsdays #jd2018_f #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) AWS ML Platform 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 Chainer
  48. 48. #jawsdays #jd2018_f #jawsug AWS ML Services Amazon Rekognition Image Amazon Rekognition Video Speech-to-Text Amazon Transcribe Text-to-Speech Amazon Polly Amazon Comprehend Amazon Translate Amazon Lex
  49. 49. #jawsdays #jd2018_f #jawsug AWS ML Services • • • • Machine Learning • API •
  50. 50. #jawsdays #jd2018_f #jawsug AWS ML Services • Transcribe + Comprehend • Transcribe + Translate • Translate + Comprehend • Connect + Lex • Connect + Transcribe • Transcribe + Rekognition
  51. 51. #jawsdays #jd2018_f #jawsug
  52. 52. #jawsdays #jd2018_f #jawsug
  53. 53. #jawsdays #jd2018_f #jawsug AWS Lambda Amazon S3 Amazon Athena Audio Input Amazon QuickSight Amazon Comprehend Amazon Transcribe
  54. 54. #jawsdays #jd2018_f #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) AWS ML Platform 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 Chainer
  55. 55. #jawsdays #jd2018_f #jawsug
  56. 56. #jawsdays #jd2018_f #jawsug Amazon SageMaker • • 4
  57. 57. #jawsdays #jd2018_f #jawsug Amazon SageMaker • • • • • • • • •
  58. 58. #jawsdays #jd2018_f #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) AWS ML Platform 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 Chainer
  59. 59. #jawsdays #jd2018_f #jawsug Deep Learning AMI • Deep Learning AMI • Ubuntu Amazon Linux Windows • Chainer • Tensorflow 1.5 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) Chainer ! !
  60. 60. #jawsdays #jd2018_f #jawsug • • • •
  61. 61. #jawsdays #jd2018_f #jawsug • • • • • • • • •
  62. 62. #jawsdays #jd2018_f #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) AWS ML Platform 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 Chainer
  63. 63. #jawsdays #jd2018_f #jawsug • • •
  64. 64. #jawsdays #jd2018_f #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)
  65. 65. #jawsdays #jd2018_f #jawsug© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  66. 66. #jawsdays #jd2018_f #jawsug
  67. 67. #jawsdays #jd2018_f #jawsug
  68. 68. #jawsdays #jd2018_f #jawsug • • • •
  69. 69. #jawsdays #jd2018_f #jawsug Enjoy Machine Learning
  70. 70. #jawsdays #jd2018_f #jawsug
  71. 71. #jawsdays #jd2018_f #jawsug We are Hiring !
  72. 72. #jawsdays #jd2018_f #jawsug Appendix
  73. 73. #jawsdays #jd2018_f #jawsug Appendix • AWS Black Belt Online Seminer Amazon SageMaker • https://www.slideshare.net/AmazonWebServicesJapan/20180308-aws-black-belt- online-seminar-amazon-sagemaker-90045719 • 20180211 alexa day 2018 Alexa and Machine Learning on AWS • https://www.slideshare.net/okeee0315/20180211-alexa-day-2018-alexa-and-machine- learning-on-aws • p44-72 ML Services

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