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実践Streamlit & Flask - AIプロジェクトをいい感じにする技術(予告編) /...
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Shinichi Nakagawa
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September 22, 2021
Programming
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実践Streamlit & Flask - AIプロジェクトをいい感じにする技術(予告編) / Web application development starting with Streamlit
https://2021.pycon.jp/
の発表...のプロトタイプ
#Streamlit #WebDevelopment #DataScience
Shinichi Nakagawa
PRO
September 22, 2021
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Transcript
ʲԾʳ࣮ફStreamlit & Flask Shinichi Nakagawa(@shinyorke) kawasaki.rb #100 9/22 ※PyCon JP
2021ͷนଧͪʢσϞVerʣͰ͢ AIϓϩδΣΫτΛPoC͔Βຊ൪·Ͱ͍͍ײ͡ʹணͤ͞ΔPythonicͳΓ͔ͨ
Who am I ?ʢ͓લ୭Αʣ • Shinichi Nakagawaʢத ৳Ұʣ • େͷSNSͰʮshinyorkeʢ͠ΜΑʔ͘ʣʯͱ໊͍ͬͯ·͢
• Software Engineer & Data ScientistʢؚΉ⽁ʣ • ʲݩʳJX௨৴ࣾγχΞΤϯδχΞ ※9݄·Ͱ͓ੈʹͳΓ·ͨ͠🙇&10݄͔ΒͲ͔͜ͷίϯαϧͷਓ • #Python #DataScience #Baseball⚾ #SABRmetrics #σʔλج൫
͜ͷ͓ • ͓ࣄͰʮAIͰ͍͍ײ͡ʹͯ͘͠Εʯʮ2ϲ݄ޙʹຊ൪ϓϩμΫτ͕ ඞཁͳΜʂʯͱ͔ݴΘΕͨ࣌ʹɺࢲshinyorke͕ΤϯδχΞͱͯ͠Կ Λ͔ͨ͠?ͱ͍͏࣮ʹج͍ͮͨޠͰ͢ • ϓϩτλΠϓΛͬͨࣾͰͷ֓೦ݕূʢPoCʣ͔Βɺຊ൪ͰಥવTV ๒ʹͿͪͨΔʢߴෛՙରࡦʣ·ͰԿΛ͔ͨ͠͠·͢ • ࠓճॖ൛ʢนଧͪ൛ʣͳͷͰͱΓ͋͑ͣPoCͷΛ
͓͠ͳ͕͖ • AIϓϩδΣΫτΛޭͤ͞ΔͨΊʹඞཁͳߟ͑ํͱελϯε • StreamlitΛͬͨരϓϩτλΠϐϯά • ʲTBDʳStreamlitͳϓϩτλΠϓΛݩʹFlaskͰຊ൪ΞϓϦ • ʲTBDʳͬͯΔͱศར͔͠Εͳ͍Tips. GCPͱ͔ը૾ੜͱ͔.
ʲTBDʳͷPyCon JP 2021ຊ൪Ͱొʢ͢Δ͔ʣ
AIϓϩδΣΫτʹඞཁͳߟ͑ํ is 🤔 • ػහʢAgileʣʹ, ಈ͘ͷϕʔεͰίϛϡχέʔγϣϯ • σʔλαΠΤϯςΟετͱΤϯδχΞͷҧ͍Λཧղ͢Δ ଞʹҰഋ͋Γͦ͏Ͱ͕͢ͻͱ·ͣ͜ͷ2͕ͭ͋Δͱ͍͍͔ͳ
Agileͳ։ൃ • ෆ࣮֬ੑ͕ߴ͍, AIɾػցֶशͳϓϩδΣΫτͦ͜ ʮಈ͘ιϑτΣΞʯΛݩʹ։ൃ͠Α͏ • PoCͱ͍͑, ͳΔ͘ຊ൪͕ΠϝʔδͰ͖Δಈ͘
ΞϓϦέʔγϣϯͰձ͢Δͷ͕͍͍ͱࢥ͏ʢೝࣝҧ͍ͷࢭʣ • Ұํ, खΛൈ͚ΔॴखΛൈ͖·͘Ζ͏ υΩϡϝϯτΛἧ͑Δͱ͔, σβΠϯ͑Δͱ͔etc…
ߟ͑ํΞδϟΠϧϚχϑΣετͦͷͷ ࢲͨͪɺιϑτΣΞ։ൃͷ࣮ફ ͋Δ͍࣮ફΛखॿ͚Λ͢Δ׆ಈΛ௨ͯ͡ɺ ΑΓΑ͍։ൃํ๏Λݟ͚ͭͩͦ͏ͱ͍ͯ͠Δɻ ͜ͷ׆ಈΛ௨ͯ͠ɺࢲͨͪҎԼͷՁʹࢸͬͨɻ ϓϩηεπʔϧΑΓݸਓͱରΛɺ แׅతͳυΩϡϝϯτΑΓಈ͘ιϑτΣΞΛɺ ܖަবΑΓސ٬ͱͷڠௐΛɺ ܭըʹै͏͜ͱΑΓมԽͷରԠΛɺ Ձͱ͢Δɻ͢ͳΘͪɺࠨهͷ͜ͱ͕ΒʹՁ͕͋Δ͜ͱΛ
ೝΊͳ͕Βɺࢲͨͪӈهͷ͜ͱ͕ΒʹΑΓՁΛ͓͘ɻ https://agilemanifesto.org/iso/ja/manifesto.html
ΤϯδχΞͱσʔλαΠΤϯςΟετͷҧ͍ • ϓϩμΫτΛ։ൃʢӡ༻ʣ͢ΔΤϯδχΞͱ AIͳࣄΛ͢ΔσʔλαΠΤϯςΟετಘҙෆಘҙ͕ҧ͏ • ྫ͑ΤϯδχΞόʔδϣϯཧɾςετɾCIΛΔ͕ σʔλαΠΤϯςΟετͰ͖Δਓ͍ΕͰ͖ͳ͍ਓ͍Δ
ʢͳ͓, ྆ํͰ͖ΔԽ͚গͰ͕͢ଘࡏ͢Δʣ • ྆ऀʹٻΊΒΕΔεΩϧηοτɾελϯεͥΜͥΜҧ͏ ಉ͡PythonΛಡΈॻ͖͢Δʹͯ͠Ձ؍͕શ͘ҟͳΔ
https://shinyorke.hatenablog.com/entry/ml-ops-and-engineering
Agile͔͍͍ͭײ͡ʹίϥϘͯ͠Δํ๏ • ΤϯδχΞσʔλαΠΤϯςΟετWebΞϓϦΛϕʔεʹ • Jupyterͱຊ֨తͳWebΞϓϦͷؒͷࢠΈ͍ͨͳଘࡏ • ͻͱ·ͣϒϥβͰݟͤΔఔͷ࠷ݶͷΞϓϦ • ࣮ݧίʔυͱϓϩμΫτίʔυͷҰ؏ੑ •
ίϛϡχέʔγϣϯ͕ൃੜ͢ΔॴͰςετ • PoCຊ൪ࣅͨΑ͏ͳߏͰͭ͘ΔʢՄೳͳݶΓʣ
Jupyterͱຊ֨తͳWebΞϓϦͷ ؒͷࢠΈ͍ͨͳଘࡏ ͦΕ͕Streamlit
StreamlitΛͬͨരϓϩτλΠϐϯά ࠓճʮΦΦλχαϯͷຊྥଧΛAI͕༧ଌ͢Δʯͱ͍͏ ࡶͳςʔϚͰհ͠·͢
͜ΜʹͪStreamlitɹ˞ຊ൪Ͱհ༧ఆ • ͻͱ·ͣಈ͔͢ɾݟͤΔ • ৭ʑͬͯΈΔʢformΛͭ͘ΔɾσʔλΛݟͤΔʣ • ΈΜͳʹ৮ͬͯΒ͏
ࠓͱΓ͋͑ͣσϞΛݟͤ·͢ https://twitter.com/shinyorke/status/1439933987120562181?s=20
ʲ༧ࠂʳPyCon JP 2021ຊ൪ͷ༰ • Streamlitͷݡ͍͍ํ. ։ൃ͔ΒνʔϜͷڞ༗ɾσϞ·Ͱ • Streamlit͔ΒFlaskFastAPIʹॻ͖͑ΔલʹΔ͖͜ͱ ςετͱ͔ϦϑΝΫλϦϯάӠʑʢҰ෦ϒϩάΛॻ͘༧ఆʣ
• Google App Engine͘͠Cloud RunʹΞϓϦΛσϓϩΠ ༗໊ͳTV൪ͷTV๒ʹͲ͏͔ͬͯ͑ͨͷͳ͠
2021/10/16 11:40ϓϨΠϘʔϧ⽁ https://2021.pycon.jp/ དྷͯͶ
ήʔϜηοτ⚾ ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠. Shinichi Nakagawa(Twitter/Facebook/etc… @shinyorke)