Game 開発で活用するAWS の AI/ML サービスのご紹介/ Game Tech Night AWS AI-ML services

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© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. (BNFꟚ涪ד崞欽ׅ׷"84ך "*.-؟٦ؽأך׀稱➜ 4IPLP6UTVOPNJZB .BDIJOF-FBSOJOH4PMVUJPOT"SDIJUFDU "NB[PO8FC4FSWJDFT+BQBO,, (BNF5FDI/JHIU _؜٦ي噟歲ぢֽ "84ד㹋植ׅ׷堣唒㷕统_ "VHVTU 1. ˊ 1. !"84-PGU5PLZP

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© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. I A F C / / / / / / / / / / / / AMAZON SAGEMAKER Forecasting Recommendation Vision Speech, Language, Chatbots & A M A Z O N E C 2 C 5 I n s t a n c e s A M A Z O N E C 2 P 3 I n s t a n c e s F P G A s Frameworks E l a s t i c I n f e r e n c e Infrastructure Interfaces

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© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Translate Amazon Comprehend Introduction to machine learning Amazon.com, Inc. is located in Seattle,WA and was founded July 5th, 1994. Amazon Comprehend Medical

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© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. AMAZON SAGEMAKER & A M A Z O N E C 2 C 5 I n s t a n c e s A M A Z O N E C 2 P 3 I n s t a n c e s F P G A s Frameworks E l a s t i c I n f e r e n c e Infrastructure Interfaces

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© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. “Undifferentiated Heavy Lifting” Ꟛ涪橆㞮圓眠 • Ꟛ涪ث٦يד㖱♧זꟚ涪橆㞮圓眠 • ؿٖ٦يٙ٦ؙך؎ٝأز٦ٕغ٦آّٝ盖椚㷕统 • CPU/GPU זו欽鷿ח֮׏׋ع٦سؐؑ،橆㞮䲿⣘ • أ؛٦ٓـٕזⴓ侔㷕统圓眠ה䎢䌒㚖ז鸐⥋橆㞮 رفٗ؎٥麊欽 • 堣唒㷕统ה殯ז׷إٔؗإحزָ実׭׵׸׷ • 䱿锷橆㞮ך彊⪒הٌرٕךمأذ؍ؚٝ Photo by Victor Freitas on Unsplash

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© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon SageMaker Notebook instance v v JupyterLab • 醱侧ةـד歗꬗盖椚 • Git鸬䵿ך䭁䓸堣腉 • SageMaker ♳ךٙ٦ؙؿٗ٦橆㞮٥ر٦ةך؎ٝه٦زٌرٕ㹀纏㷕统آّـ رفٗ؎ؒٝسه؎ٝزㄎן⳿׃׾ SageMaker Python SDKד鎸鶢ׅ׷ https://github.com/aws/sagemaker-python-sdk

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© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Linear Learner XGBoost XGBoost, (eXtreme Gradient Boosting) PCA (Principal Component Analysis) k-means K k-NN K Factorization Machines Random Cut Forest robust random cut tree LDA (Latent Dirichlet Allocation) SageMaker ˟ -%"ךؔٔآشٕכ侄䌌ז׃ https://docs.aws.amazon.com/sagemaker/latest/dg/algos.html

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© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. r Image classification ResNet Object Detection SSD (Single Shot multibox Detector) k M Semantic Segmentation FCN, PSP, DeepLabV3 (ResNet50, ResNet101) k r seq2seq Deep LSTM Neural Topic Model NTM, LDA Blazing text Word2Vec Text Classification Object2Vec Word2Vec ~ DeepAR Forecasting Autoregressive RNN g IP Insights NN (IP entity a ) e IP S https://docs.aws.amazon.com/sagemaker/latest/dg/algos.html

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© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Image Classification ILSVRC 2015ד⮚⹧׃׋ResNet ח״׷넝礵䏝ז歗⫷钠陎 AWS ָ㷕统幥׫ךٌرٕ׾䲿⣘׃גֶ׶ծِ٦ؠ㔿剣ך ر٦ةחさ׻ׇג鷄⸇㷕统 (鯄獳㷕统) ָ〳腉 https://docs.aws.amazon.com/ja_jp/sagemaker/latest/dg/image-classification.html dog cat

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© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. AWS Marketplace in Machine Learning Natural Language Processing Grammar & Parsing Text OCR Computer Vision Named Entity Recognition Video Classification Speech Recognition Text-to-Speech Speaker Identification Text Classification 3D Images Anomaly Detection Text Generation Object Detection Regression Text Clustering Handwriting Recognition Ranking 2 0 2 2 0 2

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© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. • ♧菙涸חⵃ欽ׁ׸׷堣唒㷕统ךؿٖ٦يٙ٦ؙכծ؝ٝذش؎ً٦ آה׃ג䲿⣘ׁ׸גֶ׶ծِ٦ؠכ䗳銲ז׮ך׾鼅׿דⵃ欽דֹ׷ • ؝ٝذش؎ً٦آ׾⡲䧭ׅ׷׋׭ך Docker ؿ؋؎ٕכⰋגgithub דⰕꟚ׃גֶ׶ծِ٦ؠָ荈歋ח㢌刿׃גⵃ欽דֹ׷ • 2018䎃ךre:Inventד䓼⻉㷕统ח㼎䘔׃׋؝ٝذش׮ٔٔ٦أ

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© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. SageMaker container Deep learning TensorFlow Legacy mode: 1.4.1, 1.5.0, 1.6.0, 1.7.0, 1.8.0, 1.9.0, 1.10.0 Script mode: 1.11.0, 1.12.0, 1.13.0 Chainer 4.0.0, 4.1.0, 5.0.0 PyTorch 0.4.0, 1.0.0, 1.1.0 MXNet 0.12.1, 1.0.0, 1.1.0, 1.2.1, 1.3.0, 1.4.0, 1.4.1. ML scikit-learn 0.20.0 https://github.com/aws/sagemaker-python-sdk/tree/master/src/sagemaker TensorFlow: https://github.com/aws/sagemaker-python-sdk/tree/master/src/sagemaker/tensorflow Chainer: https://github.com/aws/sagemaker-python-sdk/tree/master/src/sagemaker/chainer PyTorch: https://github.com/aws/sagemaker-python-sdk/tree/master/src/sagemaker/pytorch MXNet: https://github.com/aws/sagemaker-python-sdk/tree/master/src/sagemaker/mxnet Sklearn: https://github.com/aws/sagemaker-python-sdk/tree/master/src/sagemaker/sklearn 2019 2 13 •

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© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon SageMaker Reinforcement Learning • C MOA S po n - Ae c • e c GMO IR O • AWS RoboMaker A S L L am c S Ar m Redis h k, g c Container for Agent Container for Agent Container for environment Container for environment OpenAI gym, simulator… AWS RoboMaker e c Coach, RLLib

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© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. AWS (% AI/ML "$ • Amazon SageMaker $. https://amzn.to/2MtH514 13:45~14:15 301AWS6P5M"O7 14:15~15:15 601Amazon SageMaker 4=:E3 .8AI/MLA4 ? -* '$!)@C,0I DF;?#) SageMakerA4H +2 2019 8 29 13:15 *13:4517:30 <&!#> 8 27 ) 17:00 +' ,1-

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