What is Machine Learning SA at AWS

ソリューションアーキテクト(SA)について熱く語る勉強会です。第1回目はずばり「ソリューションアーキテクトって何をやっているの？」です。ソリューションアーキテクトはどういった役割なのか、どういったテクニカルなチャンレンジがありそこにはどういった魅力があるのかなど、普段あまり語られることの少ないSAの仕事そのものにフォーカスします。またSAをするなかで経験した貴重な現場のノウハウやテクニカルな知見についてもどんどん共有していきます。今回はクラウド、IoT、AI、ビッグデータといった昨今のテクノロジーを代表する分野で活躍するSAsから現場の声をお届けします！
https://connpass.com/event/125430/

機械学習ソリューションアーキテクトの面白さ
私は2018年より、AWS にて Machine Learning (ML) Specialist の SAとして、お客様の機械学習プロジェクト支援やソリューション開拓に従事しています。前職は自動車OEMで自動運転開発、前々職は量子情報の研究者でした。AI 活用により社会が大きな変革を迎える時代を、アカデミックバックグラウンドとビジネスの両面から支援できる、ML SA というロールの面白さについてお話しいたします。

宇都宮 聖子(@shokout) アマゾン ウェブ サービス ジャパン株式会社

Transcript

1. © 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꬗涯ׁ
2. © 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
3. © 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
4. © 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.
5. © 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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7. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark AWS Japan ך SAs
8. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark
9. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark 
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10. © 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➬✲
11. © 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➬✲
12. © 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➬✲
13. © 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
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14. © 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
15. © 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
16. © 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
17. © 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➬✲
18. © 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➬✲
19. © 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➬✲
20. © 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➬✲
21. © 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark M • • • • • • • • • • • • • • E • • • • • • • • • • • • • • • E / ( I A ) ( L
22. © 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➬✲
23. © 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
24. © 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/
25. © 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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