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Amazon SageMaker で scikit-learn モデルを動かす

Amazon SageMaker で scikit-learn モデルを動かす

Presentation slides at Hannari Python #5
https://hannari-python.connpass.com/event/82672/

227382dbd5e033db211c159edf32853c?s=128

Hacarus Inc.

April 20, 2018
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  1. "NB[PO4BHF.BLFS Ͱ TDJLJUMFBSOϞσϧΛಈ͔͢ ೥݄೔ ͸ΜͳΓ 1ZUIPO !΢Οϯάεژ౎

  2. છాوࢤ !ULTNE • גࣜձࣾϋΧϧε औక໾$50 • 1ZUIPOྺ ೥ • .BDIJOF-FBSOJOH.FFUVQ,"/4"*

    ্ཱͪ͛ • IUUQTNMNLBOTBJDPOOQBTTDPN
  3. ࠓޙͷొஃ༧ఆ • 1Z$PO NJOJ0TBLB •  ౔ !େࡕ • "844VNNJU0TBLB

    •  ਫ !େࡕ
  4. ϝϯόʔઈࢍืूதʂ • σʔλɾαΠΤϯςΟετ • ϔϧεέΞɾ࢈ۀܥͷ࣌ܥྻσʔλ΍ը૾ղੳΛ͍ͨ͠ • ϋʔυ΢ΣΞɾΤϯδχΞ • ػցֶशΞϧΰϦζϜΛ '1("ʹ࣮૷ͯ͠ര଎Խ͍ͨ͠

    • IUUQTXXXXBOUFEMZDPNDPNQBOJFTIBDBSVT
  5. ຊ೔ͷΰʔϧ "NB[PO4BHF.BLFS Ͱࣗ෼ͷ ޷͖ͳΞϧΰϦζϜΛಈ͔͢ํ๏Λ஌Δ

  6. "NB[PO4BHF.BLFS ͱ͸ • ϑϧϚωʔδυͷ /PUFCPPLΠϯελϯε • ֶशϞσϧΛαʔόϨεͰ )551"1*Խ • όʔδϣϯ؅ཧ΍

    "#ςετ
  7. "NB[PO4BHF.BLFS ͱ͸ ଓ • ౦ژϦʔδϣϯ͸·ͩ • FVXFTUVTFBTUVTFBTUVTXFTU • ՝ۚͷํࣜ •

    ϊʔτϒοΫɺτϨʔχϯάɺϗεςΟϯά • ετϨʔδͱσʔλॲཧྔ
  8. ΞʔΩςΫνϟ IUUQTEPDTBXTBNB[PODPNTBHFNBLFSMBUFTUEHIPXJUXPSLTIPTUJOHIUNM

  9. 4BHF.BLFS ͷخ͍͠ͱ͜Ζ • αʔό؅ཧͳ͠ʹϞσϧΛ "1*Խ • Ϟσϧͷ؅ཧɾσϓϩΠͷఆࣜԽ • εΩϧηοτͷڥքʹ͋Θͤͨϓϩηεઃܭ

  10. Ϟσϧ࣮૷ͷࡾͭͷํ๏ • "84ఏڙͷΞϧΰϦζϜΛ࢖͏ • 5FOTPS'MPX΍ "QBDIF.9/FU ͳͲΛ࢖͏ • ࣗ෼ͷ޷͖ͳΞϧΰϦζϜΛ࣋ͪࠐΜͰ࢖͏

  11. ࣋ͪࠐΈͷϝϦοτɾσϝϦοτ • ϝϦοτ • ͲΜͳϑϨʔϜϫʔΫɾݴޠ΋ 0, • σϝϦοτ • /PUFCPPLΠϯελϯε͸΄΅࢖Θͳ͍

    • %PDLFS ؀ڥͷߏஙͷඞཁ͋Γ
  12. ࡞Δ΂͖΋ͷ • %PDLFSGJMF • ֶशͱਪ࿦ͰผΠϝʔδʹ෼͚Δ͜ͱ΋Մೳ • USBJOεΫϦϓτ ֶश༻ • TFSWFεΫϦϓτ

    ਪ࿦༻
  13. %PDLFSGJMF • εΫϦϓτ࣮ߦʹඞཁͳ؀ڥΛ੔͑Δ • ݴޠ؀ڥɺґଘϥΠϒϥϦͳͲ • USBJOɺTFSWFεΫϦϓτΛίϐʔ • ্هεΫϦϓτʹ 1"5)Λ௨͢

  14. USBJO • ࣮૷ͷྲྀΕ • τϨʔχϯάσʔλͷಡΈࠐΈ • ֶशͷ࣮ࢪ • Ϟσϧͷอଘ •

    σʔλαΠΤϯςΟετͷ୲౰ൣғ
  15. TFSWF • ࣮૷ͷྲྀΕ • ϙʔτͰ )551Λ଴ͪड͚Δ • JOWPDBUJPOTͱ QJOHΛ࣮૷ •

    ϞσϧΛಡΈࠐΉ • ύϥϝʔλΛॲཧ͠ɺਪ࿦Λ࣮ߦ͠ɺϨεϙϯεΛฦ͢ • ػցֶशΤϯδχΞͷ୲౰ൣғ
  16. ΍Δ΂͖͜ͱ • %PDLFSΠϝʔδΛ &$3΁ొ࿥ • 4BHF.BLFS ্ͰֶशΛ࣮ߦ • 4BHF.BLFS ্Ͱਪ࿦Λ࣮ߦ

  17. &$3΁ͷొ࿥ • %PDLFS)VC͸αϙʔτ͞Εͯͳ͍ • "NB[PO4BHF.BLFS ͱಉ͡Ϧʔδϣϯ

  18. 4BHF.BLFS ্ͰֶशΛ࣮ߦ • +PCͷ࡞੒ • ֶश༻Πϝʔδͷ &$3ͷϦϙδτϦΛࢦఆ • σʔλͷ 4ࢦఆ

    • PQUNMJOQVUEBUBʹల։ • Ϟσϧͷग़ྗઌͷ 4ࢦఆ • PQUNMNPEFMͷ಺༰͕อଘ
  19. 4BHF.BLFS ্Ͱਪ࿦Λ࣮ߦ • .PEFMͷ࡞੒ • ਪ࿦༻Πϝʔδͷ &$3ͷϦϙδτϦΛࢦఆ • &OEQPJOU$POGJHVSBUJPO&OEQPJOUͷ࡞੒ •

    /PUFCPPLΠϯελϯε΍ BXTDMJ Ͱݺͼग़͠ • )5514Λͦͷ··͸ୟ͚ͳ͍
  20. ·ͱΊ

  21. "NB[PO4BHF.BLFS ͱ͸ • ࣗ෼ͷ޷͖ͳΞϧΰϦζϜΛಈ͔ͤΔ • ϞσϧΛ "1* ͱͯ͠ެ։Ͱ͖Δ • ΤϯδχΞͱσʔλαΠΤϯςΟετ͕͍͍ײ

    ͡ʹ໾ׂ෼୲Ͱ͖Δ • ࠓ೔ͷσϞ͸ˠ IUUQTHJUJPWQR0&
  22. 1Z$PO 1) ͪΐ͍Ϩϙ •  ౔ ɺ ೔ ϚχϥͰ։࠵ •

    ӡӦ͔Βൃද·Ͱશͯӳޠ • .-ؔ࿈ͷ࿩୊͕ਓؾ IUUQTUFDIIBDBSVTDPNKBQZDPOQI
  23. উखʹ ࣍ʑճ༧ࠂ • 1ZUIPOͰ͸͡ΊΔࣙॻֶश  • ѹॖηϯγϯάʹ৮ΕΔ • TQNJNBHFͷ঺հ