2019/08/17 JAWS-UG Okayama 2019 資料
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and TrademarkAmazon Web Services Japan, K. K.Solutions ArchitectYoshinori FujiwaraAWS דך堣唒㷕统- JAWS-UG Okayama 2019 -
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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark荈䊹稱➜谏⾱ し鋉 (סׄ ״׃ך)• 銮傈劤䬐䔲 أُ٦ءّٝ ،٦ؗذؙز• AWS 㣐ꢻؔؿ؍أחְתׅ• ꟼ銮ךؽآطأثٍحزأة٦ز،حف⟰噟ד 6䎃 AWS 崞欽• AWS ؟يٓ؎ 2012• 㥨ֹז AWS ؟٦ؽأ: AWS ؟ه٦ز
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark麓20䎃ח竰竲涸ז AI פך䫎项Search &DiscoveryFulfilment& LogisticsExistingProductsNewInitiatives
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and TrademarkAmazon חֶֽ Deep Learning ך《穈• Q&A ءأذي• ؟فٓ؎ثؑ٦ٝ剑黝⻉• 䎢デ• 堣唒缺鏬• ؽرؔ؝ٝذٝخⴓ匿• ٗنذ؍ؙأ• ׁתׂתז؝ٝؾُ٦ةؽآّٝ• 珏ղך荈搫鎉铂Ⳣ椚/椚鍑• 䘔欽灇瑔• 㛇燉灇瑔• "MFYB• 銲✮庠• ٔأؙⴓ匿• 嗚稊• ٖ؝ًٝس• "*؟٦ؽأ纇
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark堣唒㷕统ꟼ鸬ך AWS ،حفر٦زhttps://aws.amazon.com/jp/about-aws/whats-new/machine-learning/
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and TrademarkAWS Machine Learning Services Stack
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and TrademarkAWS Machine Learning Services Stack"84ח״גؿ؋؎ٝثُ٦صׁؚٝ堣唒㷕统ٌرٕ"1*ד知⽃חⵃ欽דֹوط٦آس؟٦ؽأ纇
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and TrademarkAWS ML Services ه٦زؿؓٔؔ㣐ؕذ؞ٔ 㼭ؕذ؞ٔ ؟٦ؽأせ僥⫷歗⫷钠陎 "NB[PO 3FLPHOJUJPO⹛歗钠陎 "NB[PO 3FLPHOJUJPO 7JEFP0$3 "NB[PO5FYUSBDU갈㡮4QFFDIUP5FYU "NB[PO 5SBOTDSJCF5FYUUP4QFFDI "NB[PO 1PMMZ荈搫鎉铂荈搫鎉铂椚鍑 "NB[PO $PNQSFIFOEذؗأز缺鏬 "NB[PO 5SBOTMBUFثٍحزنحز "NB[PO -FY䘔欽儗禸✮庠 "NB[PO'PSFDBTUػ٦اشٓ؎ؤ "NB[PO1FSTPOBMJ[F
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark僥⫷"NB[PO3FLPHOJUJPO• 帾㾴㷕统ח㛇בֻ歗⫷钠陎؟٦ؽأ• 歗⫷חꟼׁׅתׂתז钠陎堣腉 API ד䲿⣘׃،فٔ؛٦ءّٝח知⽃ח鷄⸇• 匌❨ٔ٦آّٝדⵃ欽〳腉暟⡤٥ء٦ٝ٥⹛⡲钠陎 겣钠陎 겣ⴓ匿؎ً٦آٌرٖ٦ءّٝ 剣せ➂钠陎 歗⫷ⰻךذؗأز钠陎
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and TrademarkRekognition ✲⢽: ⼪吳䒭⠓爡ׁתכְث٦ؤhttps://8122.jp/• أؙ٦ٕؿؓزך乆䕦הطحز顋㡰• ⵃ欽罏כ؟؎ز♳ד荈ⴓך㶨וָ僥גְⱖ溪䱱׃ג鼅ד飑Ⰵ• ⱖ溪ָ㣐ꆀד䱱ׅךָ㣐㢌• 겣歗⫷嗚稊ָדֹ״ֲזءأذي圓眠
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark僥⫷: Amazon Rekognition Video• 帾㾴㷕统ח㛇בֻ⹛歗钠陎؟٦ؽأ• Rekognition ךぐ珏钠陎堣腉⹛歗ח㼎׃ג黝欽ֿׅהָ〳腉• S3 ♳ך mp4/mov ؿ؋؎ٕהKinesis Video Stream ךأزٔ٦يח㼎䘔• 匌❨ٔ٦آّٝדⵃ欽〳腉暟⡤٥ء٦ٝ٥⹛⡲钠陎 겣钠陎 겣ⴓ匿 ➂暟زٓحؚؗٝ؎ً٦آٌرٖ٦ءّٝ 剣せ➂钠陎 歗⫷ⰻךذؗأز钠陎
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark؎ً٦آٌرٖ٦ءّٝך،حفر٦زAmazon Rekognition דծ凐⸂ծⰤ㐻זוחꟼ鸬׃歗⫷ֶ״ן⹛歗ך嗚⳿ָ〳腉חזծض٦س嗚⳿ך礵䏝ぢ♳׃ת׃• 㸜Ⰻדזְ؝ٝذٝخ嗚⳿׃גծ暟⡤ծ➂ծذؗأزծء٦ٝך暴㹀װ؝ٝذٝخٌرٖ٦ءָّٝ〳腉• 崧過ծ⫊㹱ծⰤ㐻הְչ凐⸂պֶ״ןչ麓慧ז䲽ⱖպחꟼ鸬׃؝ٝذٝخ嗚⳿דֹ״ֲח• 㸜Ⰻדזְ،صً/؎ٓأز؝ٝذٝخזוծ倜׃ְؕذ؞ٔך،تٕز؝ٝذٝخ嗚⳿דֹ״ֲח2019/8NEW!https://aws.amazon.com/jp/about-aws/whats-new/2019/08/amazon-rekognition-now-detects-violence-weapons-and-self-injury-in-images-and-videos-improves-accuracy-for-nudity-detection/
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark僥⫷: Amazon Textract• سًُؗٝزַذؗأزر٦ة䬄⳿ׅOCR ؟٦ؽأ• ✲㷕统ֶֿזֲֿהזֻ鋅⳿׃װذ٦ـٕהְ圓鸡䞔㜠ろ䕎דך䞔㜠䬄⳿遤ֲֿהָ〳腉• 㼎䘔鎉铂כ薉铂2019/5GA
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark갈㡮: Amazon Polly• ذؗأزٔ،ٕז갈㡮ח㢌䳔ׅ؟٦ؽأ• 27 ך鎉铂ד 50 ⟃♳ךٔ،ٕז㡮⮚ך갈㡮䲿⣘• 갈㡮ך⥂㶷הꂁ⥋SSML* ה Lexicon** ח״ؕأةو؎ؤָ〳腉• ٔحفءؙٝךךأؾ٦ثو٦ؙ堣腉װׁׁװֹ㡮ך涪鑧堣腉• 匌❨ٔ٦آّٝדⵃ欽〳腉KajakajaKAJA"kaI.@My daughter’s name is Kaja. SSML Lexicon
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark• 㸣Ⰻח荈⹛⻉ׁٍؗأة٦♶銲ךصُ٦أꂁ⥋ָ〳腉ח• 㸜㹀׃ג،شؐٝ؟٦然⥂ׅךָꨇ׃ְ朐屣דصُ٦أꂁ⥋ָ〳腉• ➙䖓כ拄㹱䞔㜠瘝ךة؎ئ٦ז涪⥋ח然⥂׃גְֻ✮㹀
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark荈搫鎉铂: Amazon Translate• 帾㾴㷕统ח㛇בְ넝ㅷ颵ז㢳鎉铂缺鏬؟٦ؽأ• Polly װ Lex הך鸬䵿ח״㢳鎉铂㼎䘔؟٦ؽأך圓眠ָ〳腉ח• 傈劤铂ろ 20 ⟃♳ך鎉铂ח㼎䘔• 㔿剣せ鑁瘝黝ⴖח缺鏬ׅךؕأةي铂䔿堣腉ⵃ欽〳腉֮ײفٖ٦ٝذؗأزך俑畍Ⰵ⸂ה׃ג「ֽ➰ֽٔ،ٕة؎يח缺鏬Ⳣ椚㹋遤20 ⟃♳ך鎉铂ח㼎䘔鎉铂ך荈⹛䱿㹀堣腉⥂䭯
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark儗禸✮庠: Amazon Forecast• ِ٦ؠ٦ָ床׃Ⰵ⸂ر٦ةהח儗禸✮庠遤ֲ؟٦ؽأ• ַׁ֮ׄתׂתזسً؎ٝח㼎ׅذٝفٖ٦زָ欽䠐ׁגְ• ر٦ةהذٝفٖ٦زהחForecast ָ黝ⴖז،ٕ؞ٔؤي欽ְ✮庠 API 圓眠ׅفٖؽُ٦
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademarkػ٦اشٓ؎ؤ: Amazon Personalize• ِ٦ؠ٦ָ床׃Ⰵ⸂ر٦ةהחػ٦اشٓ؎ؤ٥ٖ؝ًٝس遤ֲ؟٦ؽأ• ٖ؝ًٝسחֶֽⰩ㘗涸ז铬겗ח㼎䘔ׅךׁתׂתז،ٕ؞ٔؤير٦ةח䘔ׄג黝ⴖח䔲גכגٖ؝ًٝس API ⡲䧭➂孡ך縐⽃ח➂孡ָ֮،؎ذيٖ؝ًٝسׅךדכזֻؕأةو٦׀הח黝ⴖז㉀ㅷ䲿爙ٔ،ٕة؎يؕأةو٦ך䠐㔳ך㢌⻉חさׇג黝ⴖחٖ؝ًٝسⰻ㺁㢌ִגְֻ؝٦ٕسأة٦زؕأةو٦ך遤⹛㾶娖ָקהוזְ朐屣♴ד黝ⴖזٖ؝ًٝس㹋倵أ؛٦ٕ㉀ㅷ侧װؕأةو٦侧ָ㟓㣐׃㜥さד㢌׆ٖ؝ًٝس㹋遤דֹأ؛٦ٓؽٔذ؍2019/6GA
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and TrademarkAWS Machine Learning Services Stack堣唒㷕统ך涪٥㷕统٥رفٗ؎فٗإأ؟ه٦زׅوط٦آس؟٦ؽأ
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and TrademarkAmazon SageMaker הכ• 堣唒㷕统ءأذيד״ֻ֮㉏겗鍑嶊׃ر٦ة؟؎ؒٝذ؍أزװؒٝآص،ָ稆傍ֻفٗإأ㔐ׇ״ֲחׅך؟٦ؽأ• 堣唒㷕统ך؎ٝؿٓ圓眠٥麊欽荈⹛⻉ֽׅדזֻךקַךׁתׂתז堣腉䲿⣘• 匌❨ٔ٦آّٝろ13 ٔ٦آّٝחג؟٦ؽأ㾜ٓكؚٔٝ 涪 㷕统 ٌرٕ㢌䳔 䱿锷
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and TrademarkAmazon SageMaker ךぐ؝ٝه٦طٝزٓكؚٔٝ堣唒㷕统ךך؎ٝفحزر٦ة⡲䧭佄䴂ׅؐؑـك٦أךخ٦ٕ䲿⣘歗⫷װ俑畍זוח㼎׃ג⸬桦涸חٓكٕ➰ֽ遤ִ״ֲחז涪㷕统ׅך؝٦سך鎸鶢װⰅ⸂ر٦ةך⸇䊨侭䕎遤ֲך橆㞮ה׃גJupyter Notebook װ堣唒㷕统ٓ؎ـٓٔ纇ָ؎ٝأز٦ٕ幥ך؎ٝأةٝأ䲿⣘㷕统API 〨ֻה㷕统欽؎ٝأةٝأָ甧♳ָ㷕统آّـ㹋遤醱侧آّـךず儗㹋遤װ醱侧؎ٝأةٝأדךⴓ侔㷕统ع؎ػ٦ػًٓةثُ٦صؚٝח㼎䘔ٌرٕ㢌䳔㷕统幥ךٌرٕח㼎׃ג㹋遤橆㞮ח剑黝⻉ׁ䕎דךٌرٕ㢌䳔堣腉䲿⣘EC2 ؎ٝأةٝأװؒحآرغ؎أח剑黝⻉ׁ䕎ךٌرٕ⡲䧭〳腉䱿锷API 〨ֻה䭷㹀׃ٌرٕ铣鴥דؔ٦زأ؛٦ؚٔٝװ AB ذأزח㼎䘔׃ API ؒٝسه؎ٝزָ⡲䧭ׁ㣐ꆀر٦ةغحثד䱿锷ׅⳢ椚؟ه٦ز
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademarkٓكؚٔٝ: Ground Truth ח״ٓكٕ➰ֹر٦ةך⡲䧭• Amazon SageMaker Ground Truth כ堣唒㷕统ך姻鍑ر٦ة⡲䧭،ظذ٦ءّٝהㄎל⡲噟؟ه٦زׅوط٦آس؟٦ؽأ• 歗⫷װ俑畍ח姻鍑ٓكٕ➰♷ׅךכꬊ䌢ח䩛ךַַفٗإأָ礵䏝ך넝ְ姻鍑ر٦ة⡲䧭כ堣唒㷕统崞欽חכ䗳갭• 歗⫷钠陎暟⡤嗚⳿ذؗأزⴓ겲瘝ׁתׂתזةأؙח㼎䘔• ،ظذ٦ة٦ה׃ג荈爡ٔا٦أ➭爡ٔا٦أAmazon Mechanical Turk ך 3 珏겲ⵃ欽〳腉• 荈⹛ٓكٕבֽ堣腉瘝崞欽׃ג،ظذ٦ءّٝⳢ椚荈⡤荈⹛⻉〳腉
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark涪: وط٦آسזظ٦زـحؙ؎ٝأةٝأوطآًٝز؝ٝا٦ַٕ؎ٝأةٝأ⡲䧭׃ؙؙٔٝٔحؙ׃ג湫䱸 Jupyter Notebook 饯⹛• ة٦ىشٕ饯⹛〳腉• 㢩ぢֹך؎ٝة٦طحز،ؙإأָ֮䖓ַ涪ח䗳銲זػح؛٦آ؎ٝأز٦ٕ〳腉• ؎ٝأةٝأة؎فכ ml.t2 / ml.t3 / ml.m4 /ml.c4 / ml.c5 / ml.c5d / ml.p2 / ml.p3• ؎ٝأةٝأכֶ㹏ׁת VPC ך㢩⩎ח㶷㖈ָׅENI 穗歋ד VPC ⰻٔا٦أח،ؙإأׇֿׁה〳腉• ،ةحثׅأزٖ٦آכ 5GB ַ 16TB תד 1GB ⽃⡘ד䭷㹀〳腉
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark㷕统: ⴓ侔㷕统װ醱侧㷕统آّـךず儗㹋遤CreateTrainingJob API 〨ֻהDocker ؝ٝذشָ甧♳ָג㷕统آّـ㹋遤׃穄ה荈⹛ד؝ٝذشָ穄✪• ؝ٝذش⹛ַׅ؎ٝأةٝأة؎ف؎ٝأةٝأ侧ぐ؎ٝأةٝأךنُٔ٦ي؟؎ؤ䭷㹀〳腉• ؎ٝأةٝأ侧 2 ⟃♳חׅל荈⹛דⴓ侔㷕统㹋遤• ؎ٝأةٝأة؎فכ m4, m5, c4, c5,p2, p3 ַ鼅䫛〳腉• Ⰵ⸂ر٦ةך铣鴥⯋ה㷕统幥ٌرٕך⳿⸂⯓כְ׆ S3
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark㢌䳔: SageMaker Neo ח״ٌرٕך؝ٝػ؎ٕ• Neo ח״SageMaker ד㷕统׃ٌرٕ䱿锷橆㞮ח剑黝⻉ׁ䕎ד؝ٝػ؎ֿٕׅהָ〳腉ח• 植朐ך㼎䘔ٔ٦آّٝכغ٦آص،⻌鿇ٖؔ؞ٝ،؎ٕٓٝسך• ؝ٝػ؎ٕآّـ荈⡤ךⵃ欽俱ꆃכ搀俱https://aws.amazon.com/jp/blogs/news/amazon-sagemaker-neo-train-your-machine-learning-models-once-run-them-anywhere/https://docs.aws.amazon.com/sagemaker/latest/dg/neo.html㼎䘔ؿٖ٦يٙ٦ؙ 㼎䘔فٓحزؿؓ٦ي• TensorFlow• Apache MXNet• PyTorch• ONNX• XGBoost• EC2 ؎ٝأةٝأc4/5, m4/5, p2/3• Jetson TX1/2• DeepLens• Raspberry Pi 3 Model B
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark䱿锷: API ؒٝسه؎ٝزװغحث䱿锷CreateEndpoint API 〨ֻהDocker ؝ٝذشָ甧♳ָגٌرٕ铣鴥ؒٝسه؎ٝزָדֹ• 铣鴥ٌرٕ醱侧䭷㹀׃גAB ذأز㹋倵〳腉• ずׄؒٝسه؎ٝزח㼎׃ג倜׃ְ鏣㹀黝欽ֿׅהדؒٝسه؎ٝزך刿倜ָ〳腉• ة٦حزًزؙٔأ䭷㹀׃גؒٝسه؎ٝزךؔ٦زأ؛٦ָٕ〳腉• غحث䱿锷ך➬穈؟ه٦ز
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and TrademarkAWS Machine Learning Services Stackر؍٦فٓ٦صٌؚٝرٕך⚺銲ؿٖ٦يٙ٦ؙח㼎䘔ِ٦أ؛٦أחさׇגׁתׂתזع٦سؐؑ،؟ه٦ز
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademarkر؍٦فٓ٦صؚٝך㷕统ח剑黝ז P3 ؎ٝأةٝأ• NVIDIAך GPU Tesla V100 䱰欽׃噰ג䓼⸂ז GPU-basedفٓحزؿؓ٦ي• 㣐ꆀךGPU⢪ֲֿהדر؍٦فٓ٦صؚٝךٌرٕ圓眠חַַ儗㣐䌴ח瀉簭〳腉NVIDIA RoadmapGTC 2017
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark堣唒㷕统ך㷕统٥䱿锷ח剑黝ז C5 ؎ٝأةٝأAVX-512 ㄏ⟀إحزⵃ欽〳腉ד堣唒㷕统װوٕثًر؍،猰㷕䪮遭鎘皾זוחぢֻInstance Name vCPUs RAM EBS BandwidthNetwork Bandwidthc5.large 2 4 GiB Up to 3.5 Gbps Up to 10 Gbpsc5.xlarge 4 8 GiB Up to 3.5 Gbps Up to 10 Gbpsc5.2xlarge 8 16 GiB Up to 3.5 Gbps Up to 10 Gbpsc5.4xlarge 16 32 GiB 3.5 Gbps Up to 10 Gbpsc5.9xlarge 36 72 GiB 7 Gbps 10 Gbpsc5.12xlarge 48 96 GiB 7 Gbps 12 Gbpsc5.18xlarge 72 144 GiB 9 Gbps 25 Gbpsc5.24xlarge 96 192 GiB 14 Gbps 25 Gbpsc5.metal 96 192 GiB 14 Gbps 25 GbpsNEW!NEW!NEW!2019/8NEW!
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and TrademarkAWS Greengrass ML Inference• AWS Greengrass ָ珩⫴ׅؒحآرغ؎أדMXNet ד涪׃ٌرٕזוך㷕统幥堣唒㷕统ٌرٕرفٗ؎٥ⵃ欽〳腉ח• AWS♳ד㹋倵׃㷕统Ⳣ椚ך穠卓החؒحآ⩎ד⡚ٖ؎ذٝءזⳢ椚㹋植ׅ
© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark堣唒㷕统ך椚鍑帾㷕统خ٦ٕ
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