Machine Learning on AWS

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© 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 Trademark Amazon Web Services Japan, K. K. Solutions Architect Yoshinori Fujiwara AWS 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

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© 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 & Discovery Fulfilment & Logistics Existing Products New Initiatives

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Amazon 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

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark AWS ML Services ه٦زؿؓٔؔ 㣐ؕذ؞ٔ 㼭ؕذ؞ٔ ؟٦ؽأせ僥⫷ 歗⫷钠陎 "NB[PO 3FLPHOJUJPO ⹛歗钠陎 "NB[PO 3FLPHOJUJPO 7JEFP 0$3 "NB[PO5FYUSBDU 갈㡮 4QFFDIUP5FYU "NB[PO 5SBOTDSJCF 5FYUUP4QFFDI "NB[PO 1PMMZ 荈搫鎉铂荈搫鎉铂椚鍑 "NB[PO $PNQSFIFOE ذؗأز缺鏬 "NB[PO 5SBOTMBUF ثٍحزنحز "NB[PO -FY 䘔欽儗禸⴨✮庠 "NB[PO'PSFDBTU ػ٦اشٓ؎ؤ "NB[PO1FSTPOBMJ[F

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© 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⫷חꟼׅ׷ׁתׂתז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

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Rekognition ✲⢽: ⼪吳䒭⠓爡ׁת כְث٦ؤhttps://8122.jp/ • أؙ٦ٕؿؓزך乆䕦הطحز顋㡰 • ⵃ欽罏כ؟؎ز♳ד荈ⴓך㶨ו׮ָ僥׏גְ׷ⱖ溪׾䱱׃ג 鼅׿ד飑Ⰵ • ⱖ溪ָ㣐ꆀד䱱ׅךָ㣐㢌 • 겣歗⫷嗚稊ָדֹ׷״ֲזءأذي׾圓眠

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© 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؋؎ٕהKinesis 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

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark ؎ً٦آٌرٖ٦ءّٝך،حفر٦ز Amazon Rekognition דծ凐⸂ծⰤ㐻זוח ꟼ鸬׃׋歗⫷ֶ״ן⹛歗ך嗚⳿ָ〳腉חז׶ծ ض٦س嗚⳿ך礵䏝׮ぢ♳׃ת׃׋ • 㸜Ⰻדזְ؝ٝذٝخ׾嗚⳿׃גծ暟⡤ծ ➂꟦ծذؗأزծء٦ٝך暴㹀װ؝ٝذ ٝخٌرٖ٦ءָّٝ〳腉 • 崧過ծ⫊㹱ծⰤ㐻הְ׏׋չ凐⸂պֶ״ ןչ麓慧ז䲽ⱖպחꟼ鸬׃׋؝ٝذٝخ ׾嗚⳿דֹ׷״ֲח • 㸜Ⰻדזְ،صً/؎ٓأز؝ٝذٝخז וծ倜׃ְؕذ؞ٔך،تٕز؝ٝذٝ خ׾嗚⳿דֹ׷״ֲח 2019/8 NEW ! 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/

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark 僥⫷: Amazon Textract • سًُؗٝزַ׵ذؗأزر٦ة׾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 2019/5 GA

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark 갈㡮: Amazon Polly • ذؗأز׾ٔ،ٕ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 • ٔحفءؙٝך׋׭ךأؾ٦ثو٦ؙ堣腉װׁׁװֹ㡮ך涪鑧堣腉׮ • 匌❨ٔ٦آّٝדⵃ欽〳腉 Kaja kaja KAJA "kaI.@ My daughter’s name is Kaja. SSML Lexicon

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© 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ד׮صُ٦أꂁ⥋ָ〳腉 • ➙䖓כ拄㹱䞔㜠瘝ךة؎ئ٦ז涪⥋ח׮然⥂׃גְֻ✮㹀

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© 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בְ׋넝ㅷ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缺鏬ׅ׷׋׭ךؕأةي铂䔿堣腉׮ⵃ欽〳腉 ֮׵ײ׷فٖ٦ٝذؗ أزך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

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark 儗禸⴨✮庠: Amazon Forecast • ِ٦ؠ٦ָ床׃׋Ⰵ⸂ر٦ة׾׮הח儗禸⴨✮庠׾遤ֲ؟٦ؽأ • ֮׵ַׄ׭ׁתׂתזسً؎ٝח㼎ׅ׷ذٝفٖ٦زָ欽䠐ׁ׸גְ׷ • ر٦ةהذٝفٖ٦ز׾׮החForecast ָ黝ⴖז،ٕ؞ٔؤي׾欽ְ׋ ✮庠 API ׾圓眠ׅ׷ ف ٖ ؽ ُ ٦

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark ػ٦اشٓ؎ؤ: Amazon Personalize • ِ٦ؠ٦ָ床׃׋Ⰵ⸂ر٦ة׾׮החػ٦اشٓ؎ؤ٥ٖ؝ًٝس׾遤ֲ ؟٦ؽأ • ٖ؝ًٝسחֶֽ׷Ⱙ㘗涸ז铬겗ח㼎䘔ׅ׷׋׭ךׁתׂתז،ٕ؞ٔؤ ي׾ر٦ةח䘔ׄג黝ⴖח䔲גכ׭גٖ؝ًٝس API ׾⡲䧭 ➂孡ך縐⽃ח➂孡ָ֮׷،؎ذي׾ٖ؝ًٝس ׅ׷ךדכזֻؕأةو٦׀הח黝 ⴖז㉀ㅷ׾䲿爙 ٔ،ٕة؎ي ؕأةو٦ך䠐㔳ך㢌⻉חさ׻ׇג 黝ⴖחٖ؝ًٝسⰻ㺁׾㢌ִגְֻ ؝٦ٕسأة٦ز ؕأةو٦ך遤⹛㾶娖ָקה׿וזְ 朐屣♴ד׮黝ⴖזٖ؝ًٝس׾㹋倵 أ؛٦ٕ ㉀ㅷ侧װؕأةو٦侧ָ㟓㣐׃׋㜥さ ד׮㢌׻׵׆ٖ؝ًٝس׾㹋遤דֹ׷ أ؛٦ٓؽٔذ؍ 2019/6 GA

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Amazon SageMaker הכ • 堣唒㷕统ءأذيד״ֻ֮׷㉏겗׾鍑嶊׃ر٦ة؟؎ؒٝذ؍أزװؒ ٝآص،ָ稆傍ֻفٗإأ׾㔐ׇ׷״ֲחׅ׷׋׭ך؟٦ؽأ • 堣唒㷕统ך؎ٝؿٓ圓眠٥麊欽׾荈⹛⻉ׅ׷׌ֽדזֻ׉ךקַךׁת ׂתז堣腉׮䲿⣘ • 匌❨ٔ٦آّٝ׾ろ׬13 ٔ٦آّٝחג؟٦ؽأ׾㾜Ꟛ ٓكؚٔٝ Ꟛ涪㷕统 ٌرٕ㢌䳔䱿锷

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Amazon SageMaker ךぐ؝ٝه٦طٝز ٓكؚٔٝ堣唒㷕统ך׋׭ך؎ٝفحزر٦ة⡲䧭׾佄䴂ׅ׷ؐؑـك٦أךخ٦ ٕ׾䲿⣘歗⫷װ俑畍זוח㼎׃ג⸬桦涸חٓكٕ➰ֽ׾遤ִ׷״ֲחז׷ Ꟛ涪㷕统ׅ׷׋׭ך؝٦سך鎸鶢װⰅ⸂ر٦ةך⸇䊨侭䕎׾遤ֲ׋׭ך橆㞮ה׃ג Jupyter 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׿דؔ٦زأ؛٦ؚٔٝװ AB ذأزח 㼎䘔׃׋ API ؒٝسه؎ٝزָ⡲䧭ׁ׸׷㣐ꆀر٦ة׾غحثד䱿锷ׅ׷Ⳣ椚׮؟ه٦ ز

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark ٓكؚٔٝ: Ground Truth ח״׷ٓكٕ➰ֹر٦ةך⡲䧭 • Amazon SageMaker Ground Truth כ堣唒㷕统ך姻鍑ر٦ة⡲䧭،ظذ٦ءّٝהㄎ ל׸׷⡲噟׾؟ه٦زׅ׷وط٦آس؟٦ؽأ • 歗⫷װ俑畍ח姻鍑ٓكٕ׾➰♷ׅ׷ךכꬊ䌢ח䩛꟦ךַַ׷فٗإأ׌ָ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➭爡ٔا٦أAmazon Mechanical Turk ך 3 珏겲׾ ⵃ欽〳腉 • 荈⹛ٓكٕבֽ堣腉瘝׾崞欽׃ג،ظذ٦ءّٝⳢ椚荈⡤׾荈⹛⻉〳腉

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Ꟛ涪: وط٦آسזظ٦زـحؙ؎ٝأةٝأ وطآًٝز؝ٝا٦ַٕ׵؎ٝأةٝأ׾⡲䧭׃ؙٔٝ׾ؙٔحؙ׃ג湫䱸 Jupyter Notebook ׾饯⹛ • ة٦ىشٕ׾饯⹛〳腉 • 㢩ぢֹך؎ٝة٦طحز،ؙإأָ֮׶䖓ַ ׵Ꟛ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،ؙإأׁ ׇ׷ֿה׮〳腉 • ،ةحثׅ׷أزٖ٦آכ 5GB ַ׵ 16TB ת ד 1GB ⽃⡘ד䭷㹀〳腉

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© 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 ׾〨ֻהDocker ؝ٝذشָ甧׍♳ָ׏ג㷕统 آّـ׾㹋遤׃穄׻׷ה荈⹛ד؝ٝذشָ穄✪ • ؝ٝذش׾⹛ַׅ؎ٝأةٝأة؎ف ؎ٝأةٝأ侧ぐ؎ٝأةٝأךن ُٔ٦ي؟؎ؤ׾䭷㹀〳腉 • ؎ٝأةٝأ侧׾ 2 ⟃♳חׅ׸ל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⳿⸂⯓כְ׆׸׮ S3

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© 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 ؎ٝأةٝأc4/5, m4/5, p2/3 • Jetson TX1/2 • DeepLens • Raspberry Pi 3 Model B

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark 䱿锷: API ؒٝسه؎ٝزװغحث䱿锷 CreateEndpoint API ׾〨ֻהDocker ؝ٝذشָ甧׍♳ָ׏גٌرٕ׾铣 ׫鴥׫ؒٝسه؎ٝزָדֹ׷ • 铣׫鴥׬ٌرٕ׾醱侧䭷㹀׃ג AB ذأز׾㹋倵〳腉 • ずׄؒٝسه؎ٝزח㼎׃ג倜 ׃ְ鏣㹀׾黝欽ׅ׷ֿהדؒٝ سه؎ٝزך刿倜ָ〳腉 • ة٦؜حزًزؙٔأ׾䭷㹀׃ג ؒٝسه؎ٝزךؔ٦زأ؛٦ٕ ָ〳腉 • غحث䱿锷ך➬穈׫׮؟ه٦ز

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark ر؍٦فٓ٦صؚٝך㷕统ח剑黝ז P3 ؎ٝأةٝأ • NVIDIAך GPU Tesla V100 ׾䱰欽׃׋噰׭ג䓼⸂ז GPU-based فٓحزؿؓ٦ي • 㣐ꆀךGPU׾⢪ֲֿהדر؍٦فٓ٦صؚٝךٌرٕ圓眠חַַ ׷儗꟦׾㣐䌴ח瀉簭〳腉 NVIDIA Roadmap GTC 2017

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© 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 ؎ٝأةٝأ AVX-512 ㄏ⟀إحز׾ⵃ欽〳腉ד堣唒㷕统װوٕثًر؍،猰㷕䪮遭鎘皾זוחぢֻ Instance Name vCPUs RAM EBS Bandwidth Network Bandwid th c5.large 2 4 GiB Up to 3.5 Gbps Up to 10 Gbps c5.xlarge 4 8 GiB Up to 3.5 Gbps Up to 10 Gbps c5.2xlarge 8 16 GiB Up to 3.5 Gbps Up to 10 Gbps c5.4xlarge 16 32 GiB 3.5 Gbps Up to 10 Gbps c5.9xlarge 36 72 GiB 7 Gbps 10 Gbps c5.12xlarge 48 96 GiB 7 Gbps 12 Gbps c5.18xlarge 72 144 GiB 9 Gbps 25 Gbps c5.24xlarge 96 192 GiB 14 Gbps 25 Gbps c5.metal 96 192 GiB 14 Gbps 25 Gbps NEW! NEW! NEW! 2019/8 NEW !

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark AWS Greengrass ML Inference • AWS Greengrass ָ珩⫴ׅ׷ؒحآرغ؎أדMXNet דꟚ涪׃׋ٌرٕ זוך㷕统幥׫堣唒㷕统ٌرٕ׾رفٗ؎٥ⵃ欽〳腉ח • AWS♳ד㹋倵׃׋㷕统Ⳣ椚ך穠卓׾׮החؒحآ⩎ד⡚ٖ؎ذٝءזⳢ 椚׾㹋植ׅ׷

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark AWS DeepLens Ꟛ涪罏ך׋׭ך帾㾴㷕统㼎䘔ؽرًؔؕٓ • 帾㾴㷕统إٔؗ׾ぢ♳ׇׁ׷׋׭ח鏣鎘ׁ ׸׋㸣Ⰻחفؚٗٓي〳腉זؽرًؔؕٓծ ثُ٦زٔ،ٕծ؝٦سծֶ״ן✲⵸鎮箺 ׁ׸׋ٌرٕ • 痥✳⚅➿ AWS DeepLens כ傈劤ד✮秈岣俑〳腉 https://aws.amazon.com/jp/deeplens/

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark AWS DeepRacer ٔ٦ؚ @A=B2(05;HJ1 / www.deepracerleague.com (#-0 $& Summit $& • AWS DeepRacer ) ! • ,%0:L • (#-0 $& 7M1 , %0G4 • 8< AWS Summit 9> • ,%0C E 3.$*:L • 1 I?/ "+'D6O NKF

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark + 0/ + 331 6/ 9/ @K ur u nug + 0/ 2 6 rcn c + 331 ve I uga dv + 0/ 6/ 9/ e u u 6/ 9/ I tvc • K+ 331 v g K ve v gI • uga dv :