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Machine Learning on AWS
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@twingo_b
August 17, 2019
Technology
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Machine Learning on AWS
2019/08/17 JAWS-UG Okayama 2019 資料
@twingo_b
August 17, 2019
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Transcript
© 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 -
© 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 & Discovery Fulfilment & Logistics Existing Products New Initiatives
© 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
© 2019, Amazon Web Services, Inc. or its Affiliates. All
rights reserved. Amazon Confidential and Trademark 堣唒㷕统ꟼ鸬ך AWS ،حفر٦ز https://aws.amazon.com/jp/about-aws/whats-new/machine-learning/
© 2019, Amazon Web Services, Inc. or its Affiliates. All
rights reserved. Amazon Confidential and Trademark AWS Machine Learning Services Stack
© 2019, Amazon Web Services, Inc. or its Affiliates. All
rights reserved. Amazon Confidential and Trademark AWS Machine Learning Services Stack
© 2019, Amazon Web Services, Inc. or its Affiliates. All
rights reserved. Amazon Confidential and Trademark AWS 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 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
© 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 Trademark Rekognition ✲⢽: ⼪吳䒭⠓爡ׁת כְث٦ؤhttps://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،حفر٦ز Amazon Rekognition דծ凐⸂ծⰤ㐻זוח ꟼ鸬׃歗⫷ֶ״ן⹛歗ך嗚⳿ָ〳腉חזծ ض٦س嗚⳿ך礵䏝ぢ♳׃ת׃ • 㸜Ⰻדזְ؝ٝذٝخ嗚⳿׃גծ暟⡤ծ ➂ծذؗأزծء٦ٝך暴㹀װ؝ٝذ ٝخٌرٖ٦ءָّٝ〳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؝ٝ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/
© 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 2019/5 GA
© 2019, Amazon Web Services, Inc. or its Affiliates. All
rights reserved. Amazon Confidential and Trademark 갈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 <lexeme> <grapheme>Kaja</grapheme> <grapheme>kaja</grapheme> <grapheme>KAJA</grapheme> <phoneme>"kaI.@</phoneme> </lexeme> My daughter’s name is Kaja. <speak> <prosody rate="x-fast"> <amazon:effect name="whispered"> </amazon:effect> </prosody> </speak> 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 ֮ײفٖ٦ٝذؗ 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
© 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 圓眠ׅ ف ٖ ؽ ُ ٦
© 2019, Amazon Web Services, Inc. or its Affiliates. All
rights reserved. Amazon Confidential and Trademark ػ٦اشٓ؎ؤ: Amazon Personalize • ِ٦ؠ٦ָ床׃Ⰵ⸂ر٦ةהחػ٦اشٓ؎ؤ٥ٖ؝ًٝس遤ֲ ؟٦ؽأ • ٖ؝ًٝسחֶֽⰩ㘗涸ז铬겗ח㼎䘔ׅךׁתׂתז،ٕ؞ٔؤ ير٦ةח䘔ׄג黝ⴖח䔲גכגٖ؝ًٝس API ⡲䧭 ➂孡ך縐 ⽃ח➂孡ָ֮،؎ذيٖ؝ًٝس ׅךדכזֻؕأةو٦׀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⹛㾶娖ָקהוזְ 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
© 2019, Amazon Web Services, Inc. or its Affiliates. All
rights reserved. Amazon Confidential and Trademark AWS 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 Trademark Amazon SageMaker הכ • 堣唒㷕统ءأذيד״ֻ֮㉏겗鍑嶊׃ر٦ة؟؎ؒٝذ؍أزװؒ ٝآص،ָ稆傍ֻفٗإأ㔐ׇ״ֲחׅך؟٦ؽأ • 堣唒㷕统ך؎ٝؿٓ圓眠٥麊欽荈⹛⻉ֽׅדזֻךקַךׁת ׂתז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 Trademark Amazon SageMaker ךぐ؝ٝه٦طٝز ٓكؚٔٝ堣唒㷕统ךך؎ٝفحزر٦ة⡲䧭佄䴂ׅؐؑـك٦أךخ٦ ٕ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׃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דؔ٦زأ؛٦ؚٔٝװ AB ذأزח 㼎䘔׃ API ؒٝسه؎ٝزָ⡲䧭ׁ㣐ꆀر٦ةغحثד䱿锷ׅⳢ椚؟ه٦ ز
© 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؟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겲 ⵃ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؎ٝأةٝأ وطآًٝز؝ٝ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،ؙإأׁ ׇֿה〳腉 • ،ةحثׅأزٖ٦آכ 5GB ַ 16TB ת ד 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؎ٝأةٝأךن ُٔ٦ي؟؎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
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