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/

Transcript

1. "NB[PO
   4BHF.BLFS Ͱ TDJLJUMFBSO
   ϞσϧΛಈ͔͢ ೥݄೔ ͸ΜͳΓ 1ZUIPO
    !΢Οϯάεژ౎
2. છాوࢤ !ULTNE • גࣜձࣾϋΧϧε औక໾$50 • 1ZUIPO
   ྺ 
   ೥ • .BDIJOF
   -FBSOJOH
   .FFUVQ
   ,"/4"* ্ཱͪ͛ • IUUQTNMNLBOTBJDPOOQBTTDPN
3. ࠓޙͷొஃ༧ఆ • 1Z$PO NJOJ
   0TBLB •  ౔
   !େࡕ • "84
   4VNNJU
   0TBLB •  ਫ
   !େࡕ
4. ϝϯόʔઈࢍืूதʂ • σʔλɾαΠΤϯςΟετ • ϔϧεέΞɾ࢈ۀܥͷ࣌ܥྻσʔλ΍ը૾ղੳΛ͍ͨ͠ • ϋʔυ΢ΣΞɾΤϯδχΞ • ػցֶशΞϧΰϦζϜΛ '1("
   ʹ࣮૷ͯ͠ര଎Խ͍ͨ͠ • IUUQTXXXXBOUFEMZDPNDPNQBOJFTIBDBSVT
5. ຊ೔ͷΰʔϧ "NB[PO
   4BHF.BLFS Ͱࣗ෼ͷ ޷͖ͳΞϧΰϦζϜΛಈ͔͢ํ๏Λ஌Δ
6. "NB[PO
   4BHF.BLFS ͱ͸ • ϑϧϚωʔδυͷ /PUFCPPL
   Πϯελϯε • ֶशϞσϧΛαʔόϨεͰ )551
   "1*
   Խ • όʔδϣϯ؅ཧ΍ "#
   ςετ
7. "NB[PO
   4BHF.BLFS ͱ͸ ଓ • ౦ژϦʔδϣϯ͸·ͩ • FVXFTU
   
   VTFBTU
   
   VTFBTU
   
   VTXFTU • ՝ۚͷํࣜ • ϊʔτϒοΫɺτϨʔχϯάɺϗεςΟϯά • ετϨʔδͱσʔλॲཧྔ
8. ΞʔΩςΫνϟ IUUQTEPDTBXTBNB[PODPNTBHFNBLFSMBUFTUEHIPXJUXPSLTIPTUJOHIUNM
9. 4BHF.BLFS ͷخ͍͠ͱ͜Ζ • αʔό؅ཧͳ͠ʹϞσϧΛ "1*
   Խ • Ϟσϧͷ؅ཧɾσϓϩΠͷఆࣜԽ • εΩϧηοτͷڥքʹ͋Θͤͨϓϩηεઃܭ
10. Ϟσϧ࣮૷ͷࡾͭͷํ๏ • "84
    ఏڙͷΞϧΰϦζϜΛ࢖͏ • 5FOTPS'MPX
    ΍ "QBDIF
    .9/FU ͳͲΛ࢖͏ • ࣗ෼ͷ޷͖ͳΞϧΰϦζϜΛ࣋ͪࠐΜͰ࢖͏
11. ࣋ͪࠐΈͷϝϦοτɾσϝϦοτ • ϝϦοτ • ͲΜͳϑϨʔϜϫʔΫɾݴޠ΋ 0, • σϝϦοτ • /PUFCPPL
    Πϯελϯε͸΄΅࢖Θͳ͍ • %PDLFS ؀ڥͷߏஙͷඞཁ͋Γ
12. ࡞Δ΂͖΋ͷ • %PDLFSGJMF • ֶशͱਪ࿦ͰผΠϝʔδʹ෼͚Δ͜ͱ΋Մೳ • USBJO
    εΫϦϓτ ֶश༻ • TFSWF
    εΫϦϓτ ਪ࿦༻
13. %PDLFSGJMF • εΫϦϓτ࣮ߦʹඞཁͳ؀ڥΛ੔͑Δ • ݴޠ؀ڥɺґଘϥΠϒϥϦͳͲ • USBJOɺTFSWF
    εΫϦϓτΛίϐʔ • ্هεΫϦϓτʹ 1"5)
    Λ௨͢
14. USBJO • ࣮૷ͷྲྀΕ • τϨʔχϯάσʔλͷಡΈࠐΈ • ֶशͷ࣮ࢪ • Ϟσϧͷอଘ • σʔλαΠΤϯςΟετͷ୲౰ൣғ
15. TFSWF • ࣮૷ͷྲྀΕ • 
    ϙʔτͰ )551
    Λ଴ͪड͚Δ • JOWPDBUJPOT
    ͱ QJOH
    Λ࣮૷ • ϞσϧΛಡΈࠐΉ • ύϥϝʔλΛॲཧ͠ɺਪ࿦Λ࣮ߦ͠ɺϨεϙϯεΛฦ͢ • ػցֶशΤϯδχΞͷ୲౰ൣғ
16. ΍Δ΂͖͜ͱ • %PDLFS
    ΠϝʔδΛ &$3
    ΁ొ࿥ • 4BHF.BLFS ্ͰֶशΛ࣮ߦ • 4BHF.BLFS ্Ͱਪ࿦Λ࣮ߦ
17. &$3
    ΁ͷొ࿥ • %PDLFS
    )VC
    ͸αϙʔτ͞Εͯͳ͍ • "NB[PO
    4BHF.BLFS ͱಉ͡Ϧʔδϣϯ
18. 4BHF.BLFS ্ͰֶशΛ࣮ߦ • +PC
    ͷ࡞੒ • ֶश༻Πϝʔδͷ &$3
    ͷϦϙδτϦΛࢦఆ • σʔλͷ 4
    ࢦఆ • PQUNMJOQVUEBUB
    ʹల։ • Ϟσϧͷग़ྗઌͷ 4
    ࢦఆ • PQUNMNPEFM
    ͷ಺༰͕อଘ
19. 4BHF.BLFS ্Ͱਪ࿦Λ࣮ߦ • .PEFM
    ͷ࡞੒ • ਪ࿦༻Πϝʔδͷ &$3
    ͷϦϙδτϦΛࢦఆ • &OEQPJOU
    $POGJHVSBUJPO
    
    &OEQPJOU
    ͷ࡞੒ • /PUFCPPL
    Πϯελϯε΍ BXTDMJ Ͱݺͼग़͠ • )5514
    Λͦͷ··͸ୟ͚ͳ͍
20. ·ͱΊ
21. "NB[PO
    4BHF.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 • 1ZUIPO
    Ͱ͸͡ΊΔࣙॻֶश  • ѹॖηϯγϯάʹ৮ΕΔ • TQNJNBHF
    ͷ঺հ