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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
Takuya OketaniFollow
Solutions Architect at SORACOM, inc.Advertisement
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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
- #jawsdays #jd2018_f #jawsug Takuya Oketani Solutions Architect, Amazon Web Services Japan K.K. 2018/03/10 AWS ML Platform JAWS DAYS 2018
- #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
- #jawsdays #jd2018_f #jawsug Hashtag #jawsdays #jd2018_f #jawsug Original Update by stevegarfield / https://www.flickr.com/photos/stevegarfield/4247757731/
- #jawsdays #jd2018_f #jawsug www.slideshare.net/okeee0315 Original Update by Sylvain Kalache / https://www.flickr.com/photos/sylvainkalache/6976050386/
- #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/126293865@N04/14953538130
- #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 Learning Strong AI
- #jawsdays #jd2018_f #jawsugWhy Machine Learning Original Update by Peter Reed / https://www.flickr.com/photos/petereed/496392956/
- #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 Initiatives
- #jawsdays #jd2018_f #jawsugMachine Learning Original Update by Alan Turkus / https://www.flickr.com/photos/aturkus/2557151889/
- #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/8264462657/
- #jawsdays #jd2018_f #jawsug AWS
- #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
- #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
- #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
- #jawsdays #jd2018_f #jawsug AWS ML Services • • • • Machine Learning • API •
- #jawsdays #jd2018_f #jawsug AWS ML Services • Transcribe + Comprehend • Transcribe + Translate • Translate + Comprehend • Connect + Lex • Connect + Transcribe • Transcribe + Rekognition
- #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 Transcribe
- #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
- #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 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
- #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 ! !
- #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 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
- #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 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)
- #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/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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