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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark SA Night #01 ،وبٝ ؐؑـ ؟٦ؽأ آٍػٝ吳䒭⠓爡 堣唒㷕统أُ٦ءّٝ،٦ؗذؙز 㸘鿪㹧 翯㶨 Photo by Hello I'm Nik on Unsplash 堣唒㷕统أُ٦ءّٝ ،٦ؗذؙزך꬗涯ׁ

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark 荈䊹稱➜ 㸘鿪㹧 翯㶨 • 堣唒㷕统أُ٦ءّٝ،٦ؗذؙز • 䬐䔲걄㚖 • 荈⹛麊鯄ծAIقٕأ؛،ծAI ؜٦ي • 㥨ֹז؟٦ؽأ • Amazon SageMaker Twitter : shokout

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark My carrier ~ Academic to Business W 1 0 • 0 [ - 2 A O • • 1 3 78 2] S E M

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Machine Learning SA׮Ph.D.ָ׍׵ק׵ ’18倜⼼Ⰵ爡穈כ 5➂⚥3➂ָ ָPh.D.

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark أُ٦ءّٝ،٦ؗذؙزהכ http://imai-factory.hatenablog.com/entry/2017/12/12/192439 SAכծֶ㹏ׁ׿ַ׵㼣価ׁ׸׷ؒٝآص،ד֮׷ֿ הָ䗳銲דׅկ ֶ㹏ׁ׿ךؽآطأװװ׶׋ְֿה׾״׃זחְ ְ䠐㄂דְ׏ג׷ծؙ؎حؙח審׫《׶אאծ׉ ׸׾䧭⸆ׇׁ׷׋׭ח䗳銲זչ֮׵ײ׷պ䪮遭涸؟ ه٦ز׾ׅ׷״ծהְֲ䠬ׄד׃׳ֲַ كذٓٝSAך⯓鰳 ؿ؋ؙزٔ٦ׁ׿ך鎉衝

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark أُ٦ءّٝ،٦ؗذؙز 4" הכ 6 A

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

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

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark • 657' • 0$&!"9 • ),+324-/ • 24 %* • .( • 8: #1

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark • ML specialist SA הכ • 暴㹀ך،ؕؐٝزֶ㹏圫䬐䔲׾䭯׋זְألءٍٔأزٗ٦ٕ • 堣唒㷕统ך周⟝ח暴⻉׃׋周⟝ח dive deep • AWS SA חכألءٍٔأزث٦يָ֮׷ • HPC • Network • Security • Database • Analytics • Container • Spot instance… Machine Learning SA ה׃גך➬✲

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark • ֶ㹏圫ָ AWS ♳ד堣唒㷕统׾剑黝ח㹋鄲דֹ׷״ֲח (Well architected) • 鍑ֹ׋ְ铬겗ח㼎׃剑黝ז،ٕ؞ٔؤيװ䩛岀ך䲿周 • ֶ㹏圫ךؿ؍٦سغحؙ׾⯋ח倜׃ְ醡ㅷװ堣腉׾Ꟛ涪׃גְֻ • 暴婊זسً؎ٝ濼陎׾⠵ֲ㜥さ • ぐ噟歲ⴓꅿךأُ٦ءّٝך圓眠 (Best Practice sharing) • 㢩ד鑧ׅ (Thought Leadership) Machine Learning SAה׃גך➬✲

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark • ֶ㹏圫ָ AWS ♳ד堣唒㷕统׾剑黝ח㹋鄲דֹ׷״ֲח (Well architected) • Amazon SageMaker זוوط٦آس؟٦ؽأ׾⢪ֲ • AWS ך؟٦ؽأ׾穈׫さ׻ׇג؝أز٥剑黝ז橆㞮׾䲿周 • API禸ך؟٦ؽأ׾⢪ֲ歗⫷NLP儗禸⴨ٖ؝ًٝس • ػ٦زش٦圫׾稱➜׃⺪䭍涸ז䲿周׾遤ֲ • 鍑ֹ׋ְ铬겗ח㼎׃剑黝ז،ٕ؞ٔؤيװ䩛岀ך䲿周 • ֶ㹏圫ךؿ؍٦سغحؙ׾⯋ח倜׃ְ醡ㅷװ堣腉׾Ꟛ涪׃גְֻ • 暴婊זسً؎ٝ濼陎׾⠵ֲ㜥さ • ぐ噟歲ⴓꅿךأُ٦ءّٝך圓眠 (Best Practice sharing) Machine Learning SAה׃גך➬✲

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Ⱙ㘗涸ז AWS ך MLOps ך⢽ 5SBJOJOH %FQMPZ 5SBJO7BMJE5FTU %BUB %BUB 4DJFOUJTUT %FWFMPQFST (JU1VTI (JU XFCIPPL .PEFM "84(MVF "NB[PO4 "NB[PO4BHF.BLFS "84$PEF$PNNJU PS SE QBSUZ (JUSFQPTJUPSZ "NB[PO4 "NB[PO &MBTUJD$POUBJOFS 3FHJTUSZ &$3 "84$PEF#VJME 㷕统٥䱿锷ך؝٦سָ ろת׸׷؝ٝذش׾ ٖهآزٔח縧ֻ 欰ر٦ةכ 4ח⥂㶷 㷕统幥׫ךٌرٕכ 酅ד 4ח⥂㶷ׁ׸׷ 鐰⣣٥劤殢欽ך 䱿锷ؒٝسه؎ٝز⡲䧭 ⵸Ⳣ椚٥㢌䳔䖓ך 㷕统欽ךر٦ة׮ 4ח⥂㶷 ٙ٦ؙؿٗ٦ך盖椚 %FW 1SPE %FW&OEQPJOU 1SPE&OEQPJOU AWS Step Functions workflow AWS Step Functions workflow

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark 堣唒㷕统חֶֽ׷ “Undifferentiated Heavy Lifting” 橆㞮圓眠 • 䗳銲זٔا٦أך鋅琎׮׶ה飑Ⰵך寸倖 • ׉׮׉׮ך锃麦תדח䩛꟦ה儗꟦ַַָ׷ • Ꟛ涪ث٦يד㖱♧זꟚ涪橆㞮ָ䗳銲׌ָծ⡦㔐׮װ׶׋ֻזְ • ؿٖ٦يٙ٦ؙך؎ٝأز٦ٕծغ٦آّٝ盖椚 堣唒㷕统ٌرٕך圓眠٥㷕统 • CPU/GPU זו♶㖱♧זع٦سؐؑ،橆㞮 • ⴓ侔㷕统ך׋׭ךأ؛٦ٓـٕזٔا٦أה䎢䌒㚖ז鸐⥋橆㞮 麊欽 • 䱿锷橆㞮ך彊⪒הٌرٕךمأذ؍ؚٝ • 堣唒㷕统ה殯ז׷إٔؗإحزָ実׭׵׸׷ Photo by Victor Freitas on Unsplash

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Photo by Cody Schroeder on Unsplash ؙٓؐسד堣唒㷕统׾㹋遤ׅ׷ꥷךه؎ٝز

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark 걾׸׷׮ך ➂ • Solutions Architect (SA) • AWS ؟ه٦ز • AWS ػ٦زش٦طحزٙ٦ؙ (APN) ؝ىُصذ؍ • JAWS-UG AI 佄鿇 • SageMaker User Group (Slack) • https://tinyurl.com/sagemaker-jug-slackjoin ؎كٝز • AWS Summit Tokyo 6/12-14 @ 䍊䓸ًحإ • SageMaker ✲⢽牸׶ 5/21 @ AWS 湡랲ؔؿ؍أ • ML@Loft

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark • ֶ㹏圫ָ AWS ♳ד堣唒㷕统׾剑黝ח㹋鄲דֹ׷״ֲח (Well architecting) • 鍑ֹ׋ְ㉏겗ח剑黝ז،ٕ؞ٔؤيװ䩛岀ך䲿周 • ֶ㹏圫ךؿ؍٦سغحؙ׾⯋ח倜׃ְ醡ㅷװ堣腉׾Ꟛ涪׃גְֻ • ぐ噟歲ⴓꅿחֶֽ׷أُ٦ءّٝך圓眠 (Best Practice sharing) • 暴婊זسً؎ٝ濼陎׾⢪ֲ㜥さ • 㢩ד鑧ׅThought Leadership Machine Learning SAה׃גך➬✲

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark • ֶ㹏圫ָ AWS ♳ד堣唒㷕统׾剑黝ח㹋鄲דֹ׷״ֲח (Well architecting) • 鍑ֹ׋ְ㉏겗ח剑黝ז،ٕ؞ٔؤيװ䩛岀ך䲿周 • ؟ٝفٕر٦ة٥ٌرٕ׾⢪ְ嗚鏾 • سًُؗٝزחך׏גְזְأُ٦ءّٝך嗚鎢 • ML ワ鴟ך؟٦ؽأהך鸬䵿嗚鏾 • ֶ㹏圫ךؿ؍٦سغحؙ׾⯋ח倜׃ְ醡ㅷװ堣腉׾Ꟛ涪׃גְֻ • 暴婊זسً؎ٝ濼陎׾⠵ֲ㜥さ • ぐ噟歲ⴓꅿךأُ٦ءّٝך圓眠 (Best Practice sharing) • 㢩ד鑧ׅ (Thought Leadership) Machine Learning SAה׃גך➬✲

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark • ֶ㹏圫ָ AWS ♳ד堣唒㷕统׾剑黝ח㹋鄲דֹ׷״ֲח (Well architecting) • 鍑ֹ׋ְ㉏겗ח剑黝ז،ٕ؞ٔؤيװ䩛岀ך䲿周 • ֶ㹏圫ךؿ؍٦سغحؙ׾⯋ח倜׃ְ醡ㅷװ堣腉׾Ꟛ涪׃גְֻ • US ך؟٦ؽأꟚ涪ث٦يחֶ㹏圫ַ׵ך欰ך㡮׾⠗ִ׷ • AWS כفٗتؙزꟚ涪ך⮚⯓갫⡘חֶ㹏圫ך㡮׾ꅾ鋔׃גְ׷ • 劤颵涸זؿ؍٦سغحؙ׾꧊׭גְֻךכ傈劤ך SA ךꅾ銲ז➬✲ • 暴婊זسً؎ٝ濼陎׾⠵ֲ㜥さ • ぐ噟歲ⴓꅿךأُ٦ءّٝך圓眠 (Best Practice sharing) • 㢩ד鑧ׅ (Thought Leadership) Machine Learning SAה׃גך➬✲

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark • ֶ㹏圫ָ AWS ♳ד堣唒㷕统׾剑黝ח㹋鄲דֹ׷״ֲח (Well architecting) • 鍑ֹ׋ְ㉏겗ח剑黝ז،ٕ؞ٔؤيװ䩛岀ך䲿周 • ֶ㹏圫ךؿ؍٦سغحؙ׾⯋ח倜׃ְ醡ㅷװ堣腉׾Ꟛ涪׃גְֻ • ぐ噟歲ⴓꅿחֶֽ׷أُ٦ءّٝך圓眠 (Best Practice sharing) • 暴婊זسً؎ٝ濼陎׾⠵ֲ㜥さ • ⢽荈⹛麊鯄חꟼׅ׷ٙ٦ؙٗ٦س • ⢽ HPC 剑黝⻉ך铬겗׾MLד鍑ֻֿהָדֹ׷ַ • 㢩ד鑧ׅThought Leadership Machine Learning SAה׃גך➬✲

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark M • • • • • • • • • • • • • • E • • • • • • • • • • • • • • • E / ( I A ) ( L

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark • ֶ㹏圫ָ AWS ♳ד堣唒㷕统׾剑黝ח㹋鄲דֹ׷״ֲח (Well architecting) • 鍑ֹ׋ְ㉏겗ח剑黝ז،ٕ؞ٔؤيװ䩛岀ך䲿周 • ぐ噟歲ⴓꅿחֶֽ׷أُ٦ءّٝך圓眠 (Best Practice sharing) • 暴婊זسً؎ٝ濼陎׾⢪ֲ㜥さ • 㢩ד鑧ׅThought Leadership٥؝ىُصذ؍בֻ׶ Machine Learning SAה׃גך➬✲

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark AWS ך ML ركٗحػ٦٥ ر٦ة؟؎ؒٝذ؍أزך铬겗Ⱏ剣ך㜥

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark ML@Loft #1ך圫㶨 (2019.04.10) • 吳䒭⠓爡ABEJA 筰倯ׁ׿ չMLOpsזtips꧊պ • dely吳䒭⠓爡 㣐畾ׁ׿٥鴢ׁ׿ չر٦ةسٔـٝז穈籼պ • 吳䒭⠓爡ـٖ؎ٝػحس し歊ׁ׿ չ堣唒㷕统فٗآؙؑزך✮皾٥ ✮㹀٥➂䞔պ LT 10ⴓx3 ٓؐٝسذ٦ـٕ ر؍أؕحءّٝ https://ml-loft.connpass.com/

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark ML@Loft 痥2㔐 ׀周ⰻ https://ml-loft.connpass.com/event/126914/ 6:30PM–7:00PM 「➰ 7:00PM–7:40PM LTإحءّٝ10ⴓ–4 銮䊛 岱嵲 ׁ׿ 吳䒭⠓爡BEDORE 廓 ꧅♧龤 ׁ׿ MDR吳䒭⠓爡קַ 7:40PM–8:40PM ٓؐٝسذ٦ـٕ (20ⴓ x 3ذ٦ـٕ) 湱锑⠓٥ر؍أؕحءّٝ LTerָؿ؋ءٔذ٦ة٦הז׶ծ⿫⸇罏Ⰻ㆞דך 䪮遭ز٦ؙך儗꟦דׅկ 8:40PM–9:00PM 䥪鋵⠓ ։ Wrap-up

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark • P S O AP e s L L • O a O z P L • h rp L • o c S n dlL • ( i u L • ( ) W m

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark • A / • L M L • I • I

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark https://www.amazon.jobs/en/jobs/779957/solutions- architect-machine-learning-aws aws sa 䱰欽

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

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Ask an Expert @ AWS Loft Tokyo 2؝ٝفٓ؎،ٝأ♳ך錁挿דծ湊叨ؚٗ׾《䖤ׅ׷חכוֲׅ׸ל 2"84"QQ4ZODדծ醱侧橆㞮׾盖椚ׅ׷倯岀כ 2"NB[PO3%4ךًٝذشٝأծ4JOHMF";ה .VMUJ";ծغحؙ،حفװأشحفءّحزחאְג侄ִג妜׃ְկ 2♰遤玎䏝ך嗚稊׾ .Z42-דװ׏גְ׷ָ鹼ְծ⡦ְְַ倯岀ָ֮׷ַկ 2"NB[PO&$ד鏾僇剅׾⢪ְ׋ְָ "NB[PO$FSUJGJDBUF.BOBHFS "$. דְְךַկ

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Amazon חⰅ׷׋׭ח 铩׮ָ䭯׏גְזְהְֽזְֿה

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© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Customer Obsession Ownership Invent and Simplify Are Right, A Lot Learn and Be Curious Hire and Develop The Best Insist on the Highest Standards Think Big Bias for Action Frugality Earn Trust Dive Deep Have Backbone; Disagree and Commit Deliver Results Amazon OLP (Our Leadership Principle)