機械学習デプロイを支えるコンテナ技術(Machine Learning on Docker)

docker meetup #23(https://events.docker.com/events/details/docker-tokyo-presents-docker-meetup-23) の登壇資料です。

Transcript

1. ػցֶशσϓϩΠΛࢧ͑Δίϯςφٕज़
   $IJF)BZBTIJEB
   

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2. 8IPBN*
   •  $IJF)BZBTIJEB 5XJUUFS!DIJF
   
   •  ػցֶशΤϯδχΞ!ΫοΫύου
   •  ݩ๭4*FSͷιϑτ΢ΣΞΤϯδχΞ
   –  %BUBCBTF
   –  )BEPPQ 4QBSLʢίϯτϦϏϡʔλʣ
   –  .BDIJOF-FBSOJOH
   •  େֶͰ͸੠࣭ม׵ʢ/"*45ʣ
   •  %PDLFS͸ҰԠॳظ͔Β৮͚ͬͯͨͲ࠷ۙΩϟονΞοϓ͖͠Εͯͳ͍
   
   8FC%#1SFTTͰ
   ػցֶशΞϓϦ࡞੒ͷ
   ೖ໳هࣄΛॻ͍ͨ
   1Z$PO+1Ͱ
   1Z4QBSLʹ͍ͭͯൃද
   

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3. ࣮ݧ؅ཧͷ044࡞ͬͨΓ
   •  FBTZ@OPUJGJFS
   IUUQTHJUIVCDPNDIJFFBTZ@OPUJGJFS
   •  &91450$,
   IUUQTHJUIVCDPNDIJFFYQTUPDL
   

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4. ࠓ೔ͷ͓͸ͳ͠
   •  ػցֶशͷൃలͱίϯςφٕज़
   •  ίϯςφ؀ڥʹ͓͚ΔػցֶशͷσϓϩΠ
   
   
   

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5. 8IBUJT.BDIJOF-FBSOJOH
   ػցֶशͱ͸ɻɻɻ
   lਓ͕ؒࣗવʹߦ͍ͬͯΔֶशೳྗͱಉ༷ͷػೳΛίϯ
   ϐϡʔλͰ࣮ݱ͠Α͏ͱ͢Δٕज़ɾख๏zGSPN8JLJQFEJB
   •  ෺ମݕग़
   •  จॻ෼ྨ
   •  ৘ใਪન
   •  Ի੠ೝࣝ
   ͳͲͰར༻͞ΕΔ
   

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6. ࣮͸ཧ࿦ࣗମ͸͔ͳΓੲ͔Β͋ͬͨɻ
   ػցֶशαʔϏεͷ̎ͭͷϋʔυϧ
   
   w  ػցֶशΞϧΰϦζϜͷ࣮ݱͷ೉͠͞
   w  ΞϓϦέʔγϣϯͱͯ͠ͷಋೖͷ೉͠͞
   
   

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7. ࣮͸ཧ࿦ࣗମ͸͔ͳΓੲ͔Β͋ͬͨɻ
   ػցֶशαʔϏεͷ̎ͭͷϋʔυϧ
   
   w  ػցֶशΞϧΰϦζϜͷ࣮ݱͷ೉͠͞
   w  ΞϓϦέʔγϣϯͱͯ͠ͷಋೖͷ೉͠͞
   
   

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8. ػցֶशͷϓϩηε
   ֶश ਪ࿦
   σʔλͷಛ௃Λද͢ʮϞσϧʯ
   Λ࡞Δ
   ࡞ͬͨʮϞσϧʯΛ࢖ͬͯσʔ
   λʹରͯ͠ਪ࿦Λߦ͏
   Ϟσϧ
   Ϟσϧ
   犬の確率: 0.05%
   猫の確率: 0.95%
   

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9. ػցֶशΞϧΰϦζϜͷ࣮ݱͷ೉͠͞
   ػցֶशϞσϧͷߏஙʹ͸ɺେྔͷσʔλ΍େن໛ͳܭࢉ
   Ϧιʔε͕ඞཁͱ͞ΕΔɻ
   w  ཧ࿦ΛͻΒΊ͍ͯ΋࣮ݧΛߦ͑ͳ͍
   w  ݶΒΕͨ؀ڥͰ͔࣮͠ݱͰ͖ͳ͍
   ͱ͍ͬͨঢ়گ͕ଓ͖ɺͳ͔ͳ͔࣮༻ʹ͸ࢸΒͳ͔ͬͨɻ
   

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10. ػցֶशൃలͷഎܠ
    •  ػցֶश͸Ϧαʔν͔Βঃʑʹ࣮༻ஈ֊ʹ
    –  Ϗοάσʔλج൫ͷਐา
    –  (16౳ͷߴ଎ܭࢉϦιʔεͷਐԽ
    –  ػցֶशϥΠϒϥϦͷཱ֬
    –  "SYJW౳ʹΑΔ࿦จͷެ։
    –  (JU)VCʹΑΔιʔείʔυͷެ։
    ୭Ͱ΋ػցֶशΛߦ͑ΔΑ͏ʹͳͬͨ
    

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11. ࣮͸ཧ࿦ࣗମ͸͔ͳΓੲ͔Β͋ͬͨɻ
    ػցֶशαʔϏεͷ̎ͭͷϋʔυϧ
    
    w  ػցֶशΞϧΰϦζϜͷ࣮ݱͷ೉͠͞ˠ ͋Δఔ౓
    ΫϦΞʁ
    w  ΞϓϦέʔγϣϯͱͯ͠ͷಋೖͷ೉͠͞
    
    

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12. ػցֶशͷ࣮༻ʹ͓͚Δ΋͏Ұͭͷน
    •  ϞϊϦγοΫͳ؀ڥʹ͓͍ͯɺػցֶशಋೖ͸೉͍͠΋
    ͷͩͬͨɻ
    –  ιϑτ΢ΣΞελοΫͷҧ͍
    –  ඇػೳཁ݅
    4FSWFS
    -PHJD"
    -PHJD#
    -PHJD&
    -PHJD%
    -PHJD$
    .POPMJUIJD"SDIJUFDUVSF
    

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13. ιϑτ΢ΣΞελοΫͷҧ͍
    •  ;ͭ͏ͷΞϓϦέʔγϣϯ։ൃͱػցֶशΞϓϦέʔ
    γϣϯͰ͸ɺར༻͞ΕΔϓϩάϥϛϯάݴޠ΍ϥΠϒϥ
    Ϧ͕ҟͳΔ
    
    
    
    ;ͭ͏ͷΞϓϦέʔγϣϯ
    
    ػցֶश
    3VCZ
    

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14. ඇػೳཁ݅
    •  σʔλαΠΤϯςΟετʹͱͬͯɺαʔϏε։ൃʹ
    ඞཁͳඇػೳཁ݅ͷݕ౼͸೉͍͠
    w  Ϟσϧͷߏங
    w  σʔλॲཧ
    w  ݁ՌͷՄࢹԽ
    w  ύϑΥʔϚϯε
    w  ϝϯςφϯαϏϦςΟ
    w  ϞχλϦϯά
    w  ֦ுੑ
    w  ৑௕ԽFUD
    σʔλαΠΤϯςΟετ
    

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15. ඇػೳཁ݅
    •  σʔλαΠΤϯςΟετʹͱͬͯɺαʔϏε։ൃʹ
    ඞཁͳඇػೳཁ݅ͷݕ౼͸೉͍͠
    w  ύϑΥʔϚϯε
    w  ϝϯςφϯαϏϦςΟ
    w  ϞχλϦϯά
    w  ֦ுੑ
    w  ৑௕ԽFUD
    ۩ମతʹ͸ɻɻɻ
    w  ෳࡶͳػցֶशύΠϓϥΠϯಋೖʹΑΔ
    άϧʔίʔυԽ
    w  ଞͷϩδοΫ෦෼ͱͷϦιʔεڝ߹
    w  ΞϓϦέʔγϣϯͷ੹೚෼ղ఺ͷ
    ͍͋·͍͞
    ͳͲͳͲ
    

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16. ίϯςφٕज़ͷਐาʹΑΔ
    ػցֶशͷϚΠΫϩαʔϏεԽ
    •  ಠཱͨ͠ιϑτ΢ΣΞελοΫ
    •  Ϧιʔεͷ෼཭
    •  ඇػೳཁ݅ΛઃఆϑΝΠϧͰ؅ཧ
    •  ࡞ۀ෼୲͕໌֬Խ
    •  $POUJOVPVT%FMJWFSZ
    ʢ#MVF(SFFO%FQMPZNFOUɺ"#ςετʣ
    
    
    $POUBJOFS" $POUBJOFS# $POUBJOFS&
    $POUBJOFS%
    $POUBJOFS$
    .JDSPTFSWJDFT"SDIJUFDUVSF
    $MVTUFS
    .-
    "QQMJDBUJPO
    

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17. ػցֶशͷ࣮༻ʹ͓͚Δ΋͏Ұͭͷนʢ࠶ܝʣ
    •  ϞϊϦγοΫͳ؀ڥʹ͓͍ͯɺػցֶशಋೖ͸೉͍͠΋
    ͷͩͬͨɻ
    –  ιϑτ΢ΣΞελοΫͷҧ͍
    –  ඇػೳཁ݅
    4FSWFS
    -PHJD"
    -PHJD#
    -PHJD&
    -PHJD%
    -PHJD$
    .POPMJUIJD"SDIJUFDUVSF
    

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18. ػցֶशͷ࣮༻ʹ͓͚Δ΋͏Ұͭͷนʢ࠶ܝʣ
    •  ϞϊϦγοΫͳ؀ڥʹ͓͍ͯɺػցֶशಋೖ͸೉͍͠΋
    ͷͩͬͨɻ
    –  ιϑτ΢ΣΞελοΫͷҧ͍
    –  ඇػೳཁ݅
    ಋೖ࣌ʹ͋·Γ໰୊ʹͳΒͳ͘ͳΔ
    ίϯςφٕज़ʹΑΓࠓ·Ͱͷػցֶश
    ΞϓϦέʔγϣϯಋೖͷ೉͕͠͞ղফ͞Εͭͭ͋Δ
    

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19. ͱ͸͍͑ΞʔΩςΫνϟͷෳࡶ͕͞શ͘
    ͳ͘ͳͬͨΘ͚Ͱ͸ͳ͍
    

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20. ΞʔΩςΫνϟݕ౼ྫᶃ
    ίϯςφͷ෼཭
    •  QSFQSPDFTTJOH QPTUQSPDFTTJOHͱϞσϧʹΑΔਪ࿦͸
    ඞཁͳϦιʔελΠϓ͕ҟͳΔɻ
    •  ෳࡶͳύΠϓϥΠϯ΍Ϟσϧͷ࠶ར༻Λߦ͏৔߹͸
    ίϯςφΛ෼͚Δઃܭ͕ඞཁ
    $POUBJOFS
    QSFQSPDFTT QPTUQSPDFTT
    $POUBJOFS
    QSFEJDU
    $POUBJOFS
    QSFQSPDFTT QPTUQSPDFTT
    4FSWJDF#
    4FSWJDF"
    

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21. ΞʔΩςΫνϟݕ౼ྫᶄ
    εέʔϥϏϦςΟͷઃܭ
    •  ϨεϙϯελΠϜ΍εϧʔϓοτʹԠͨ͡ੑೳઃܭ͕ඞཁ
    $POUBJOFS
    (8ɺ
    -#
    $POUBJOFS
    $POUBJOFS
    

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22. ΞʔΩςΫνϟݕ౼ྫᶄ
    ίϯςφ഑ஔઃܭ
    w  ϦιʔεΛϑϧʹ࢖͑ͳ͍ߏ੒
    $16 $16 $16 $16
    ίϯςφ"
    $16 $16 $16 $16
    ίϯςφ#
    $16 $16 $16 $16
    ίϯςφ"
    $16 $16 $16 $16
    ίϯςφ#
    ίϯςφ" ίϯςφ#
    w  ϦιʔεΛϑϧʹ࢖͍͑ͯΔߏ੒
    

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23. ΞʔΩςΫνϟݕ౼ྫᶅ
    (16؀ڥ΁ͷσϓϩΠͷ೉͠͞
    •  DHSPVQʹΑΔϦιʔε؅ཧͷର৅֎
    •  (16Ϧιʔεͷ؂ࢹͷಋೖ
    •  (,&Ͱ΋BMQIBΫϥελͰ͔͠࢖͑ͳ͍CFUBʹͳͬͨʁ
    ͳͲ
    
    ͨͩ͠ɺਪ࿦ʹ͓͍ͯ(16͕ඞཁͳ৔߹͸গͳ͍ͨΊɺ
    ໰୊ͱͳΒͳ͍έʔε͕ଟ͍
    

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24. ΞʔΩςΫνϟݕ౼ྫᶆ
    Ϟσϧ࠶ֶश
    Ϟσϧͷ࠶ֶशʹ͸(16؀ڥͱͷ࿈ܞ͕ඞཁ
    $POUBJOFS0SDIFTUSBUJPO
    1SFEJDU
    $POUBJOFS
    1SFEJDU
    $POUBJOFS
    4UPSBHF
    .PEFMT
    ├ W
    └ W
    (16*OTUBODF
    5SBJO+PC
    

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25. ϓϩμΫτ΁ͷظ଴
    ˙,VCFGMPX
    •  ݸਓతͳײ૝ͱͯ͠͸ɺதখن໛ͷར༻ʹରͯ͠͸
    εϖοΫΦʔόͳؾ΋͢Δɻ
    –  UGTFSWJOH͸ศར͕ͩɺͦΕ୯ମͰे෼͔΋ʁ
    –  ෼ࢄֶश͕ඞཁͳن໛ͷϓϩδΣΫτ͕ଟ͘͸ͳ͍
    –  ࣮ݧ؀ڥͱϓϩμΫγϣϯ؀ڥͷ੾Γ෼͚
    
    ˙ϑϧϚωʔδυαʔϏε
    •  4BHF.BLFS
    •  $MPVE.-&OHJOF
    •  "[VSF.-
    
    

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26. ࣮ݧ͔࣌Β%PDLFSΛར༻͢Δ
    •  ਂ૚ֶशͷͨΊͷOWJEJBEPDLFS
    ɹɹɹɹIUUQTHJUIVCDPN/7*%*"OWJEJBEPDLFS
    

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27. ࣮ݧ͔࣌Β%PDLFSΛར༻͢Δ
    •  $PPLJF$VUUFS%PDLFS4DJFODF
    IUUQTHJUIVCDPNEPDLFSTDJFODFDPPLJFDVUUFSEPDLFSTDJFODF
    –  Ϧαʔνϟ΋%PDLFSΛར༻͢Δ
    –  ࣮ݧஈ֊͔Β؀ڥΛڞ௨Խ
    •  ࣮ݧͷڞ༗
    •  ࠶ݱੑͷ୲อ
    •  σϓϩΠͷ͠΍͢͞
    

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28. %PDLFSΛར༻ͨ͠ςετ
    Enterprise
    HJUQVTI
    w  ΞϓϦέʔγϣϯͱͯ͠ͷ
    Ϣχοτςετ
    w  Ϟσϧਫ਼౓ςετ
    w  ࣮ߦ࣌ؒςετ
    

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29. ·ͱΊ
    •  ίϯςφٕज़͸͍·΍ػցֶशσϓϩΠʹ͔ܽͤͳ͍
    ଘࡏͱ͍͍͍ͬͯ
    •  ϚΠΫϩαʔϏεԽʹΑΓશ͕ͯղܾ͢ΔΘ͚Ͱ͸ͳ͍
    –  ϓϩμΫγϣϯσϓϩΠ࣌ʹ͸ΠϯϑϥΤϯδχΞ
    ͷϨϏϡʔʹΑΔαʔϏεͷݎ࿚ੑͷ୲อ͸ඞཁ
    •  ࣮ݧ͔࣌ΒσϓϩΠΛҙࣝͨ͠ίϯςφར༻Λߦ͏͜ͱ
    Ͱޮ཰ੑ͕͕͋Δ
    •  ෼ࢄֶश΍(16Λ༻͍ͨਪ࿦΁ͷରԠɺϑϧϚωʔδυ
    αʔϏε΁ͷظ଴
    

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