ZOZO Researchの研究活動を支える Amazon SageMaker 利用 導入課題の解決と展開について / Using Amazon SageMaker to Support ZOZO Research Activities

Title
ZOZO Researchの研究活動を支える Amazon SageMaker 利用
導入課題の解決と展開について

Speaker
光野 達朗 Tatsuro Mitsuno （開発部SRE テックリード）
中村 拓磨 Takuma Nakamura （ZOZO Research リサーチサイエンティスト）

2019/06/14 AWS Summit Tokyo 2019 Day2 J2-03
https://aws.amazon.com/jp/summits/tokyo-2019/
#awssummit

Transcript

1. ˜;0;05FDIOPMPHJFT *OD
   ;0;03FTFBSDIͷݚڀ׆ಈΛࢧ͑Δ
   4BHF.BLFSར༻

   ʙಋೖ՝୊ͷղܾͱల։ʹ͍ͭͯʙ
   "844VNNJU5PLZP%BZʲ+ʳ
   גࣜձࣾ;0;0ςΫϊϩδʔζ
   ։ൃ෦43&ςοΫϦʔυ
   ޫ໺ୡ࿕
   $PQZSJHIU˜;0;05FDIOPMPHJFT *OD
   גࣜձࣾ;0;0ςΫϊϩδʔζ
   ;0;03FTFBSDIϦαʔναΠΤϯςΟετ
   தଜ୓ຏ
   

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2. ˜;0;05FDIOPMPHJFT *OD
   גࣜձࣾ;0;0ςΫϊϩδʔζ
   ։ൃ෦43&ςοΫϦʔυ
   ޫ໺ୡ࿕
   ϠϑʔגࣜձࣾʹͯϠϑΦΫɾ޿ࠂͷ։ൃʹܞΘΔɻ
   ೥͔Β͸גࣜձࣾ7"4*-:ɺ๏ਓ౷߹ʹ൐͍
   ೥݄͔Βݱ৬ɻݱࡏ͸ύϒϦοΫΫϥ΢υΛઐ໳ͱ͢
   Δ43&ͱͯ͠ɺ೔ʑαʔϏεͷ৴པੑ޲্ʹ౒ΊΔɻ
   ΢ΟεΩʔͱ༿ר͕޷͖ɻѪͯ͠Δɻ
   !2
   

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3. ˜;0;05FDIOPMPHJFT *OD
   ຊ೔ͷΞδΣϯμ
   !3
   ୈҰ෦
   ձࣾ঺հ
   ;0;03FTFBSDIͷϛογϣϯ
   ;0;03FTFBSDIͱ43&νʔϜͷؔΘΓํ
   ୈೋ෦
   ·ͱΊ
   

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4. ˜;0;05FDIOPMPHJFT *OD
   ຊ೔ͷΞδΣϯμ
   !4
   ୈҰ෦
   ձࣾ঺հ
   ;0;03FTFBSDIͷϛογϣϯ
   ;0;03FTFBSDIͱ43&νʔϜͷؔΘΓํ
   ୈೋ෦
   ·ͱΊ
   

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5. ˜;0;05FDIOPMPHJFT *OD
   !5
   ձࣾ঺հ
   גࣜձࣾ;0;0ςΫϊϩδʔζ
   גࣜձࣾ;0;064&%
   גࣜձࣾΞϥλφ
   w;0;0άϧʔϓͷαʔϏεӡ༻ɾٕज़։ൃ෦໳
   wΤϯδχΞɾσβΠφɾΞφϦετͳͲ੍࡞ʹܞΘΔશͯͷٕज़ऀ͕ू݁
   גࣜձࣾ;0;0
   ࣄۀཧ೦ɿԯਓͷϑΝογϣϯΛٕज़ͷྗͰม͍͑ͯ͘
   

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6. ˜;0;05FDIOPMPHJFT *OD
   IUUQT[P[PKQ
   ɾ೔ຊ࠷େڃͷϑΝογϣϯ௨ൢαΠτΞϓϦ
   ɾ Ҏ্ͷγϣοϓɺ Ҏ্ͷϒϥϯυͷऔΓѻ͍
   ɹʢ೥݄຤࣌఺ʣ
   ɾৗ࣌ສ఺Ҏ্ͷ঎඼ΞΠςϜ਺ͱຖ೔ฏۉ ఺Ҏ্ͷ৽ண
   ঎඼Λܝࡌ
   ɾଈ೔഑ૹαʔϏε
   ɾΪϑτϥοϐϯάαʔϏε
   ɾπέ෷͍ͳͲ
   !6
   

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7. ˜;0;05FDIOPMPHJFT *OD
   IUUQTXFBSKQ
   ɾ೔ຊ࠷େڃͷϑΝογϣϯίʔσΟωʔτΞϓϦ
   ɾ ສμ΢ϯϩʔυಥഁɺίʔσΟωʔτ౤ߘ૯਺͸ສ݅
   Ҏ্ʢͱ΋ʹ೥݄຤࣌఺ʣ
   ɾશੈքʢ"QQ4UPSF(PPHMF1MBZ͕ར༻ՄೳͳશͯͷࠃʣͰ
   μ΢ϯϩʔυ͕Մೳ
   ɾສਓҎ্ͷϑΥϩϫʔΛ࣋ͭϢʔβʔʢ8&"3*45"ʣ΋஀ੜ
   !7
   

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8. ˜;0;05FDIOPMPHJFT *OD
   !8
   ;0;0ςΫϊϩδʔζʹ͓͚ΔओཁͳϓϩμΫτɾ૊৫
   ೔ຊ࠷େڃͷϑΝογϣϯ௨ൢαΠτ/ΞϓϦ ೔ຊ࠷େڃͷϑΝογϣϯίʔσΟωʔταΠτ / ΞϓϦ
   

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9. ˜;0;05FDIOPMPHJFT *OD
   !9
   ;0;0ςΫϊϩδʔζʹ͓͚ΔओཁͳϓϩμΫτɾ૊৫
   ೔ຊ࠷େڃͷϑΝογϣϯ௨ൢαΠτ/ΞϓϦ
   ೔ຊ࠷େڃͷϑΝογϣϯίʔσΟωʔταΠτ / ΞϓϦ
   

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10. ˜;0;05FDIOPMPHJFT *OD
    !10
    ;0;03FTFBSDIͷϛογϣϯ
    ϑΝογϣϯΛ਺஋Խ͢Δɻ
    ʮ෰࡞Γʯͷݚڀ
    ΦʔτσβΠϯɺ৽ૉࡐɺ৽ੜ࢈ϥΠϯͳͲ ෰࡞Γશൠͷݚڀ
    ʮࣅ߹͏ʯͷݚڀ
    ࣅ߹͏෰ͱ͸ʁ ૉఢͳ૊Έ߹Θͤͱ͸ʁ ਪનΞϧΰϦζϜͷݚڀ
    ʮ࠾ੇʯͷݚڀ
    ଍ͳͲͷ຤୺෦ͷ࠾ੇɺಈ͖ɺے೑ͳͲͷܭଌɺ ମܕܭଌʹؔ͢Δஎ·͵ਐԽ
    

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11. ˜;0;05FDIOPMPHJFT *OD
    !11
    ※ಛఆͷݸਓΛࣝผͰ͖Δ৘ใ͸࢖༻͍ͨ͠·ͤΜ
    

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12. ˜;0;05FDIOPMPHJFT *OD
    σʔλYػցֶश
    !12
    Takuma Nakamura, Ryosuke Goto. Outfit Generation and Style Extraction via Bidirectional
    LSTM and Autoencoder. KDDW. https://arxiv.org/abs/1807.03133
    தଜ୓ຏ, ࡈ౻ါً. (2019) “Set TransformerʹΑΔϑΝογϣϯίʔσΟωʔτબ୒”, ৘ใ࿦తֶश
    ཧ࿦ͱػցֶशݚڀձ (IBISML). https://speakerdeck.com/yukisaito/set-transformer-for-coordinating-
    outfits
    

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13. ˜;0;05FDIOPMPHJFT *OD
    ຊ೔ͷΞδΣϯμ
    !13
    ୈҰ෦
    ձࣾ঺հ
    ;0;03FTFBSDIͷϛογϣϯ
    ;0;03FTFBSDIͱ43&νʔϜͷؔΘΓํ
    ୈೋ෦
    ·ͱΊ
    

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14. ˜;0;05FDIOPMPHJFT *OD
    !14
    ;0;03FTFBSDIͱ43&νʔϜͷؔΘΓํ
    ݚڀ׆ಈΛ࠷΋ޮ཰తʹਐΊΒΕΔܭࢉج൫ͷ४උͱӡ༻
    ػցֶशج൫͸ΞϚκϯ΢ΣϒαʔϏεʢ"84ʣ্ʹߏங
    ;0;03FTFBSDI 43&
    "84্Ͱͷܭࢉج൫ͷઃܭͱߏங
    ܭࢉج൫ͷར༻
    

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15. ˜;0;05FDIOPMPHJFT *OD
    ܭࢉج൫ͷδϨϯϚ
    Amazon Elastic Compute Cloud
    (Amazon EC2)
    ೥݄
    ʢ;0;03FTFBSDIൃ଍ʣ
    ೥/݄ ೥.݄
    
    
    
    !15
    (16ΠϯελϯεΛඞཁ୆਺ɺΠϯϑϥνʔϜʢ౰࣌ʣ͕༻ҙ͢Δ
    

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16. ˜;0;05FDIOPMPHJFT *OD
    ܭࢉج൫ͷδϨϯϚ
    Amazon Elastic Compute Cloud
    (Amazon EC2)
    ೥݄
    ʢ;0;03FTFBSDIൃ଍ʣ
    ೥/݄ ೥.݄
    
    
    
    !16
    (16ΠϯελϯεΛඞཁ୆਺ɺΠϯϑϥνʔϜʢ౰࣌ʣ͕༻ҙ͢Δ
    ࿦จࣥචͳͲͷΠϕϯτ࣌ʹෆ଍
    ୆਺͕૿͑ɺશମͷՔಇ཰͕௿Լ
    े෼ͳ୆਺Λ४උ
    ୆਺࡟ݮ ʢ܁Γฦ͠ʣ
    

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17. ˜;0;05FDIOPMPHJFT *OD
    ܭࢉج൫ͷδϨϯϚ
    Amazon Elastic Compute Cloud
    (Amazon EC2)
    ೥݄
    ʢ;0;03FTFBSDIൃ଍ʣ
    ೥/݄ ೥.݄
    
    
    
    !17
    ৗʹɺे෼ͳ୆਺Λ༻ҙ͢Δ
    ৗʹɺՔಇ཰Λߴ͘อͭ
    ཱ͍྆ͨ͠
    Amazon SageMaker
    (SageMaker)
    ೥݄
    

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18. ˜;0;05FDIOPMPHJFT *OD
    "NB[PO4BHF.BLFS
    #VJME
    5SBJO
    %FQMPZ
    w ϫϯΫϦοΫτϨʔχϯά

    ඞཁͳΠϯελϯελΠϓΛඞཁͳ୆਺ɺग़ྗ͸4΁
    w ϫϯΫϦοΫσϓϩΠ
    w ࣗಈ"#ςετ
    w Ϛωʔδυ+VQZUFSϊʔτϒοΫ
    w ෯޿͍ϑϨʔϜϫʔΫΛαϙʔτ

    ʢ5FOTPS'MPXɺ"QBDIF.9/FUɺ$IBJOFSɺ1Z5PSDIɺ4DJLJUMFBSOɺ4QBSL.-ʣ
    "NB[PO4BHF.BLFS͸ɺػցֶशͷϫʔΫϑϩʔશମΛΧόʔ͢Δ׬શϚωʔδυܕαʔϏε

    DGIUUQTBXTBNB[PODPNKQTBHFNBLFS
    !18
    

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19. ˜;0;05FDIOPMPHJFT *OD
    "NB[PO4BHF.BLFS
    #VJME
    5SBJO
    %FQMPZ
    w ϫϯΫϦοΫτϨʔχϯά

    ඞཁͳΠϯελϯελΠϓΛඞཁͳ୆਺ɺग़ྗ͸4΁
    w ϫϯΫϦοΫσϓϩΠ
    w ࣗಈ"#ςετ
    w Ϛωʔδυ+VQZUFSϊʔτϒοΫ
    w ෯޿͍ϑϨʔϜϫʔΫΛαϙʔτ

    ʢ5FOTPS'MPXɺ"QBDIF.9/FUɺ$IBJOFSɺ1Z5PSDIɺ4DJLJUMFBSOɺ4QBSL.-ʣ
    "NB[PO4BHF.BLFS͸ɺػցֶशͷϫʔΫϑϩʔશମΛΧόʔ͢Δ׬શϚωʔδυܕαʔϏε

    DGIUUQTBXTBNB[PODPNKQTBHFNBLFS
    !19
    

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20. ˜;0;05FDIOPMPHJFT *OD
    ϫϯΫϦοΫτϨʔχϯά
    !20
    5SBJOJOH"
    5SBJOJOH#
    5SBJOJOH$
    w QYMBSHF
    w ୆
    w εΫϦϓτ"
    w QYMBSHF
    w ୆
    w εΫϦϓτ#
    w QYMBSHF
    w ୆
    w εΫϦϓτ$
    w ܭࢉࢿݯͷઃఆ
    w ֶशεΫϦϓτ
    ֶशͭͭʹର͠ɺ
    ඞཁͳܭࢉࢿݯΛׂΓ౰ͯΔ
    ֶशͷऴྃͱڞʹ5FSNJOBUF
    

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21. ˜;0;05FDIOPMPHJFT *OD
    !21
    ݁Ռɿֶश͸εέʔϧͨ͠
    
    
    
    
    
    
    5SBJOJOH+0# $PNQMFUFE4UPQQFE
    
    ϲ݄Ͱطʹલ2௒͑
    

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22. ˜;0;05FDIOPMPHJFT *OD
    !22
    4BHF.BLFSͷ࠾༻ʹΑͬͯಘͨ΋ͷ
    w Ϧιʔε֬อͷίϛϡχέʔγϣϯ͕ෆཁʹ
    w (16Πϯελϯεֶ͕श࣌ʹͷΈىಈ͠ऴྃ͢ΔͨΊɺՔಇ཰޲্
    w ෳ਺୆ʹΑΔฒྻܭࢉ΍ΑΓϋΠύϑΥʔϚϯεͳΠϯελϯεʹΑΔݕূ͕Մೳʹ
    

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23. ˜;0;05FDIOPMPHJFT *OD
    !23
    4BHF.BLFSͷ࠾༻ʹΑͬͯಘͨ΋ͷ
    w Ϧιʔε֬อͷίϛϡχέʔγϣϯ͕ෆཁʹ
    w (16Πϯελϯεֶ͕श࣌ʹͷΈىಈ͠ऴྃ͢ΔͨΊɺՔಇ཰޲্
    w ෳ਺୆ʹΑΔฒྻܭࢉ΍ΑΓϋΠύϑΥʔϚϯεͳΠϯελϯεʹΑΔݕূ͕Մೳʹ
    Ըܙɿ˕ɹɹಋೖɿʁ
    

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24. ˜;0;05FDIOPMPHJFT *OD
    ຊ೔ͷΞδΣϯμ
    !24
    ୈҰ෦
    ୈೋ෦
    ݚڀ঺հ
    ར༻ଅਐͷҝͷऔΓ૊Έ
    ɹ։ൃ
    ɹֶश
    ɹਪ࿦
    ·ͱΊ
    

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25. ˜;0;05FDIOPMPHJFT *OD
    גࣜձࣾ;0;0ςΫϊϩδʔζ
    ;0;03FTFBSDI
    ϦαʔναΠΤϯςΟετ
    தଜ୓ຏ
    !25
    ΞΫηϯνϡΞೖࣾޙɺγεςϜ։ൃ΍෼ੳج൫ಋೖࢧ
    ԉΛܦݧɻ೥͔Β͸גࣜձࣾ7"4*-:ɺ๏ਓ౷߹ʹ
    ൐͍೥݄͔Βݱ৬ɻϑΝογϣϯYػցֶशͱ͍
    ͏෼໺Ͱݚڀ։ൃΛ୲౰ɻը૾ೝ͕ࣝઐ໳ɻ
    

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26. ˜;0;05FDIOPMPHJFT *OD !26
    ʮ͓͠ΌΕʯͳ૊Έ߹ΘͤΛٻΊΔ໰୊
    ݚڀ੒ՌϑΝογϣϯίʔσΟωʔτͷೝࣝ
    

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27. ˜;0;05FDIOPMPHJFT *OD !27
    ΫΤϦ ༧ଌ݁Ռ
    
    
    
    ࠨ୺ͷΞΠςϜ͕HSPVOEUSVUI
    ݚڀ੒ՌϑΝογϣϯίʔσΟωʔτͷܽଛ༧ଌ
    

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28. ˜;0;05FDIOPMPHJFT *OD !28
    ΫΤϦ ༧ଌ݁Ռ
    ݚڀ੒ՌϑΝογϣϯίʔσΟωʔτͷܽଛ༧ଌʢ൑அͷࠜڌͷՄࢹԽʣ
    

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29. ˜;0;05FDIOPMPHJFT *OD !29
    Style A Style B Style C Style D
    Style A Style B Style C Sty
    Style A + Style B S
    +0.5⇥
    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
    0.5⇥
    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
    =
    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
    ݚڀ੒ՌϑΝογϣϯελΠϧͷΫϥελϦϯάͱԋࢉ
    

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30. ˜;0;05FDIOPMPHJFT *OD !30
    Query item image Generated outfit
    Query style Mixture ratio
    Style A
    Style B
    Style C
    Style D
    Style A
    ݚڀ੒ՌϑΝογϣϯελΠϧຖͷίʔσΟωʔτੜ੒
    

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31. ˜;0;05FDIOPMPHJFT *OD !31
    4BHF.BLFSΛಋೖ࣮ͯ͠ݧ͸εέʔϧ͔ͨ͠
    

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32. ˜;0;05FDIOPMPHJFT *OD !32
    4BHF.BLFSΛಋೖ࣮ͯ͠ݧ͸εέʔϧ͔ͨ͠
    εέʔϧͨ͠
    

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33. ˜;0;05FDIOPMPHJFT *OD !33
    4BHF.BLFS΁ͷҠߦ͸؆୯͔ͩͬͨ
    

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34. ˜;0;05FDIOPMPHJFT *OD !34
    4BHF.BLFS΁ͷҠߦ͸؆୯͔ͩͬͨ
    େมͩͬͨ
    

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35. ˜;0;05FDIOPMPHJFT *OD !35
    ۀ຿Λ4BHF.BLFSʹدͤΔ͜ͱͰޮ཰Խʹ੒ޭͨ͠
    ׳Εͨ΍ΓํΛม͑Δ͜ͱΛ᪳᪯Θͳ͍͜ͱ
    4BHF.BLFS͸.-ϓϥοτϑΥʔϜͰ͋Γɺ.-։ൃۀ຿ͷϑϨʔϜϫʔΫͰ΋͋Δ
    ֶͼɾؾ෇͖
    

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36. ˜;0;05FDIOPMPHJFT *OD !36
    ։ൃ ֶश
    ෳ਺ͷαʔόͰฒߦͯ͠։ൃ
    ͯͦ͠ΕͧΕ࣮ߦ
    ಋೖલ
    ਪ࿦
    ରࡦޙ
    ಋೖ
    ௚ޙ
    ʁ ʁ ʁ
    ʁ ʁ ʁ
    ར༻ଅਐͷҝͷऔΓ૊Έ
    &'4΍&$಺ͷετϨʔδʹ
    εφοϓγϣοτΛอଘ
    &'4ʹอଘ͞ΕֶͨशࡁΈ
    ϞσϧΛςετ༻&$Ͱ
    ϩʔυ࣮ͯ͠ߦ
    

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37. ˜;0;05FDIOPMPHJFT *OD !37
    ։ൃ ֶश
    ෳ਺ͷαʔόͰฒߦͯ͠։ൃ
    ͯͦ͠ΕͧΕ࣮ߦ
    ಋೖલ
    ਪ࿦
    ରࡦޙ
    ಋೖ
    ௚ޙ
    ʁ ʁ ʁ
    ʁ ʁ ʁ
    ར༻ଅਐͷҝͷऔΓ૊Έ
    &'4΍&$಺ͷετϨʔδʹ
    εφοϓγϣοτΛอଘ
    &'4ʹอଘ͞ΕֶͨशࡁΈ
    ϞσϧΛςετ༻&$Ͱ
    ϩʔυ࣮ͯ͠ߦ
    

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38. ˜;0;05FDIOPMPHJFT *OD !38
    Πϯελϯεຖʹಠཱʹ࣮ݧͱίʔυमਖ਼Λ܁Γฦ͍ͯͨ͠
    ͕࣌ؒܦͭʹ࿈Εͯίʔυͱ࣮ݧͷόʔδϣϯ؅ཧ͕ෳࡶʹͳΓɺ͔ͭϦιʔε΋࢖͍੾Ε͍ͯͳ͍
    ։ൃ ಋೖલ
    ͜Ε·Ͱͷ։ൃํ๏ͱ4BHF.BLFS΁ͷظ଴
    training A
    notebook training B
    training C
    4BHF.BLFSΛಋೖͯ͠
    ࣮ݧ؀ڥΛՕॴʹू໿
    ͢Δ͜ͱΛظ଴ͨ͠
    scripts
    developed on
    the instance A
    training A1 training A2
    scripts'
    developed on
    the instance A
    scripts''
    developed on
    the instance A
    scripts
    developed on
    the instance B
    training B1 training B2
    scripts'
    developed on
    the instance B
    scripts''
    developed on
    the instance B
    scripts
    developed on
    the instance C
    training C1 training C2
    scripts'
    developed on
    the instance C
    scripts''
    developed on
    the instance C
    

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39. ˜;0;05FDIOPMPHJFT *OD !39
    ։ൃ ಋೖ௚ޙ
    ݦࡏԽͨ͠OPUFCPPLΠϯελϯεͷ໰୊
    ☀δϣϒͱ͍͏୯ҐͰ࣮ݧΛ؅ཧͰ͖Δ
    ☀࣮ݧΛΫϩʔϯͰ͖Δ
    ☀՝ֹۚΛ࠷খԽͰ͖Δ
    +VQZUFS΍ΤσΟλͷΧελϚΠζ͕Ͱ͖ͳ͍
    TTIͰ͖ͳ͍
    JQZOCϑΝΠϧͱHJUͷ૬ੑ͕ѱ͍
    OPUFCPPLΠϯελϯεΛ։ൃ؀ڥͱͯ͠ݟΔͱɺॊೈੑʹ͚ܽΔ఺͕໨ཱͬͨ
    ͜Ε·Ͱͷ։ൃ؀ڥͷ֦ுੑ͕ࣦΘΕΔͱڞʹɺJQZOCϑΝΠϧͷ؅ཧίετ͕ՃΘͬͨ
    ֶशδϣϒ࣮ߦ
    ։ൃ
    training A
    training B
    training C
    foo.py
    bar.py
    baz.yml
    

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40. ˜;0;05FDIOPMPHJFT *OD !40
    ։ൃ ରࡦޙ
    OPUFCPPLΠϯελϯεΛܦ༝͠ͳ͍ҝʹ͸ʜ
    training A
    training B
    training C
    foo.py
    bar.py
    baz.yml
    training A
    training B
    training C
    foo.py
    bar.py
    baz.yml
    OPUFCPPLΠϯελϯεͰͷ։ൃ࡞ۀΛ։ൃػʹҠߦ͠ɺ։ൃػ͔ΒδϣϒΛ࣮ߦ͢Δ
    ։ൃػʹ4BHF.BLFS4%,ΛΠϯετʔϧͯ͠ɺOPUFCPPLΠϯελϯεͱಉ౳ͷ໾ׂΛ༩͑Δ
    QJQJOTUBMMTBHFNBLFS
    

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41. ˜;0;05FDIOPMPHJFT *OD !41
    ։ൃ ରࡦޙ
    4%,Λར༻ͯ͠։ൃػ͔Β4BHF.BLFSʹ௚઀ֶशδϣϒΛ౤͛ΔΑ͏ʹͨ͠
    OPUFCPPLΠϯελϯε͕ෆཁͱͳͬͨ
    OPUFCPPLʹهड़͍࣮ͯͨ͠ݧ৚݅ͱֶशδϣϒ࣮ߦʹؔ͢ΔॲཧΛ෼ղͨ͠
    ࣮ݧ৚݅͸ZBNMʹ੾Γग़ͯ͠HJUͰ؅ཧɺֶशδϣϒ࣮ߦʹؔ͢Δॲཧ͸$-*ͱ࣮ͯ͠૷ͨ͠
    ࣮ݧ৚݅
    ֶशδϣϒ࣮ߦ
    ࣮ݧ৚݅ZNM
    ֶश࣮ߦ$-*
    4BHF.BLFS
    4%,Λϥοϓ
    
    training A
    training B
    training C
    training D
    confA.yml
    confB.yml
    confC.yml
    confD.yml
    OPUFCPPLΛ࢖Θͣʹ։ൃػ͔ΒֶशδϣϒΛ࣮ߦ͢Δ
    FYBNQMFJQZOC
    ZBNMΛىಈҾ਺ͱ͢Δ
    ίϚϯυͰֶशδϣϒΛ࣮ߦ
    

    View Slide

42. ˜;0;05FDIOPMPHJFT *OD !42
    ։ൃ ֶश
    ෳ਺ͷαʔόͰฒߦͯ͠։ൃ
    ͯͦ͠ΕͧΕ࣮ߦ
    ಋೖલ
    ਪ࿦
    ରࡦޙ
    ಋೖ
    ௚ޙ
    ։ൃޮ཰௿ԼͱJQZOC
    ϑΝΠϧͷ؅ཧίετ૿
    ʁ ʁ
    ࣮ݧ৚݅ͱ࣮ߦΛ෼཭
    ։ൃػ͔Β௚઀δϣϒ࣮ߦ
    ʁ ʁ
    &'4΍&$಺ͷετϨʔδʹ
    εφοϓγϣοτΛอଘ
    &'4ʹอଘ͞ΕֶͨशࡁΈ
    ϞσϧΛςετ༻&$Ͱ
    ϩʔυ࣮ͯ͠ߦ
    ར༻ଅਐͷҝͷऔΓ૊Έ
    

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43. ˜;0;05FDIOPMPHJFT *OD !43
    ։ൃ ֶश
    ෳ਺ͷαʔόͰฒߦͯ͠։ൃ
    ͯͦ͠ΕͧΕ࣮ߦ
    ಋೖલ
    ਪ࿦
    ରࡦޙ
    ಋೖ
    ௚ޙ
    JQZOCϑΝΠϧͷ؅ཧίετ
    ૿ͱ։ൃޮ཰௿Լ
    ʁ ʁ
    ࣮ݧ৚݅ͱ࣮ߦΛ෼཭
    ։ൃػ͔Β௚઀δϣϒ࣮ߦ
    ʁ ʁ
    &'4΍&$಺ͷετϨʔδʹ
    εφοϓγϣοτΛอଘ
    &'4ʹอଘ͞ΕֶͨशࡁΈ
    ϞσϧΛςετ༻&$Ͱ
    ϩʔυ࣮ͯ͠ߦ
    ར༻ଅਐͷҝͷऔΓ૊Έ
    

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44. ˜;0;05FDIOPMPHJFT *OD !44
    ಋೖલ
    ֶश
    ֶशͷϩά͸ϑΝΠϧ΍ඪ४ग़ྗʹɺεφοϓ
    γϣοτ͸&'4ʹग़ྗ͍ͯͨ͠
    ϩά΋εφοϓγϣοτ΋ϦΞϧλΠϜʹऔಘͰ͖͍ͯͨ
    MPH
    TOBQTIPU
    &$؀ڥͰͷεφοϓγϣοτऔಘ͸؆୯
    

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45. ˜;0;05FDIOPMPHJFT *OD !45
    ಋೖ௚ޙ
    ֶश
    4BHF.BLFSʹ͓͚Δֶशͷϩά͸
    $MPVE8BUDIʹసૹ͞ΕΔ
    ϩά͸ϦΞϧλΠϜʹऔಘՄೳ
    ҰํͰϑΝΠϧసૹ͸ऴྃ࣌఺ͷճͷΈ
    ֶशࡁΈϞσϧ΍εφοϓγϣοτΛಘΔͨΊʹֶशऴྃ
    Λ଴ͭඞཁ͕͋Δ
    n days
    ֶश్தʹεφοϓγϣοτ͕औಘ
    Ͱ͖ͳ͍ͷ͸க໋త
    MPH
    TOBQTIPU
    NPEFM
    4BHF.BLFS͸ఆظతͳϑΝΠϧసૹΛߦΘͳ͍
    

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46. ˜;0;05FDIOPMPHJFT *OD !46
    n days
    ֶश ରࡦޙ
    ֶशͷܦաΛఆظతʹϙετ͢ΔػೳΛ
    ਂ૚ֶशϑϨʔϜϫʔΫʹ࣮૷ͨ͠
    ϩά͸4MBDLʹɺεφοϓγϣοτ͸4ʹసૹ
    MPH
    TOBQTIPU
    ϑΝΠϧసૹ͸ֶश༻ίʔυʹ࣮૷͢Δඞཁ͕͋Δ
    FYUFOTJPOQZ
    

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47. ˜;0;05FDIOPMPHJFT *OD !47
    TOBQTIPU
    TOBQTIPU@PCKFDU
    -PH3FQPSU
    1MPU3FQPSU
    ֶश ରࡦޙ
    ϑΝΠϧసૹͱϩάసૹͷ࢓૊Έ
    ࠷৽ͷεφοϓγϣοτ͸#PUPΛར༻ͯ͠4ʹసૹ͢Δ
    ֶशͷϩά͸*ODPNJOH8FC)PPLΛར༻ͯ͠4MBDLʹϙετ͢Δ
    $IBJOFSͷग़ྗΛ֎෦πʔϧʹ࿈ܞ
    

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48. ˜;0;05FDIOPMPHJFT *OD !48
    ֶश ରࡦޙ
    δϣϒ໊
    CVDLFU໊
    εφοϓγϣοτ͸ֶशδϣϒຖʹܾ·ͬͨ৔ॴʹอଘ͞ΕΔ
    εφοϓγϣοτͷ4సૹͷྫ
    

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49. ˜;0;05FDIOPMPHJFT *OD !49
    ֶश ରࡦޙ
    ֶशͷܦաΛडಈతʹ೺ѲͰ͖Δ
    ϩάͷ4MBDL࿈ܞͷྫ
    

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50. ˜;0;05FDIOPMPHJFT *OD !50
    ։ൃ ֶश
    ෳ਺ͷαʔόͰฒߦͯ͠։ൃ
    ͯͦ͠ΕͧΕ࣮ߦ
    ಋೖલ
    &'4΍&$಺ͷετϨʔδʹ
    εφοϓγϣοτΛอଘ
    ਪ࿦
    &'4ʹอଘ͞ΕֶͨशࡁΈ
    ϞσϧΛςετ༻&$Ͱ
    ϩʔυ࣮ͯ͠ߦ
    ରࡦޙ
    ಋೖ
    ௚ޙ
    ֶश్தʹεφοϓγϣοτ
    ΛಘΔ͜ͱ͕Ͱ͖ͳ͍
    ʁ
    ࣮ݧ৚݅ͱ࣮ߦΛ෼཭
    ։ൃػ͔Β௚઀δϣϒ࣮ߦ
    %-ϑϨʔϜϫʔΫͷ֦ுػ
    ೳΛ࢖͍ఆظతʹεφοϓ
    γϣοτΛ4ʹసૹ
    ʁ
    JQZOCϑΝΠϧͷ؅ཧίετ
    ૿ͱ։ൃޮ཰௿Լ
    ར༻ଅਐͷҝͷऔΓ૊Έ
    

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51. ˜;0;05FDIOPMPHJFT *OD !51
    ։ൃ ֶश
    ෳ਺ͷαʔόͰฒߦͯ͠։ൃ
    ͯͦ͠ΕͧΕ࣮ߦ
    ಋೖલ
    &'4΍&$಺ͷετϨʔδʹ
    εφοϓγϣοτΛอଘ
    ਪ࿦
    ରࡦޙ
    ಋೖ
    ௚ޙ
    ֶश్தʹεφοϓγϣοτ
    ΛಘΔ͜ͱ͕Ͱ͖ͳ͍
    ʁ
    ࣮ݧ৚݅ͱ࣮ߦΛ෼཭
    ։ൃػ͔Β௚઀δϣϒ࣮ߦ
    %-ϑϨʔϜϫʔΫͷ֦ுػ
    ೳΛ࢖͍ఆظతʹεφοϓ
    γϣοτΛ4ʹసૹ
    ʁ
    &'4ʹอଘ͞ΕֶͨशࡁΈ
    ϞσϧΛςετ༻&$Ͱ
    ϩʔυ࣮ͯ͠ߦ
    JQZOCϑΝΠϧͷ؅ཧίετ
    ૿ͱ։ൃޮ཰௿Լ
    ར༻ଅਐͷҝͷऔΓ૊Έ
    

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52. ˜;0;05FDIOPMPHJFT *OD !52
    ಋೖલ
    ਪ࿦
    &'4ʹग़ྗ͞ΕֶͨशࡁΈϞσϧ
    Λϩʔυͯ͠ςετΛ࣮ߦ
    ϑΝΠϧͷҠಈͳ͠ͰςετΛ࣮ߦͰ͖ͯ
    ͍ͨҝɺͦ͜·Ͱ໘౗ʹײ͍ͯ͡ͳ͔ͬͨ
    model C
    model A
    model B
    test A
    test B
    test C
    model B training B
    model A training A
    model C training C
    test scripts
    test data
    &$؀ڥͰͷϞσϧͷςετ͸&'4͕த৺
    ֶश༻Πϯελϯε
    ςετ༻Πϯελϯε
    

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53. ˜;0;05FDIOPMPHJFT *OD !53
    4ʹग़ྗ͞ΕֶͨशࡁΈϞσϧΛ
    ςετ༻&$ʹίϐʔͯ͠ςετΛ
    ࣮ߦ
    .-Πϯελϯεʹ&'4͕Ϛ΢ϯτͰ͖ͳ͍
    ͨΊɺֶशࡁΈϞσϧͷ഑෍͕4ܦ༝ͱͳ
    Γɺίϐʔͷख͕ؒ૿͑ͨ
    model C
    model A
    model B
    teat A
    test B
    test C
    model A training A
    model B training B
    model C training C
    test scripts
    test data
    खಈͰίϐʔ
    4த৺ͷϞσϧ഑෍͸खಈͷ࡞ۀ͕ൃੜͨ͠ ಋೖ௚ޙ
    ਪ࿦
    ςετ༻Πϯελϯε
    

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54. ˜;0;05FDIOPMPHJFT *OD
    όονม׵δϣϒΛར༻ͯ͠ςετΛ࣮ߦ͢ΔΑ͏ʹͨ͠
    !54
    ରࡦޙ
    ਪ࿦
    ֶश݁ՌΛͦͷ··Ϟσϧʹొ࿥
    ֶश݁Ռͷ4ϩέʔγϣϯΛࢦఆͯ͠Ϟσ
    ϧΛ࡞੒͢Δ
    ొ࿥ͨ͠ϞσϧΛࢀরͯ͠όον
    ม׵δϣϒΛఆٛ
    Ϟσϧͱ4ʹ഑ஔ͞ΕͨσʔλΛར༻ͯ͠
    ςετΛ࣮ߦՄೳ
    model C
    model A
    model B
    test A
    test B
    test C
    training A
    training A
    training A
    registered model C
    registered model A
    registered model B
    test data
    test data
    test data
    

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55. ˜;0;05FDIOPMPHJFT *OD
    όονม׵ػೳΛར༻ͯ͠ςετΛ࣮ߦ͢ΔΑ͏ʹͨ͠
    !55
    model C
    model A
    model B
    test A
    test B
    test C
    training A
    training A
    training A
    registered model C
    registered model A
    registered model B
    test data
    test data
    test data
    ରࡦޙ
    ਪ࿦
    ֶश݁ՌΛͦͷ··Ϟσϧʹొ࿥
    ֶश݁Ռͷ4ϩέʔγϣϯΛࢦఆͯ͠Ϟσ
    ϧΛ࡞੒͢Δ
    ొ࿥ͨ͠ϞσϧΛࢀরͯ͠όον
    ม׵δϣϒΛఆٛ
    Ϟσϧͱ4ʹ഑ஔ͞ΕͨσʔλΛར༻ͯ͠
    ςετΛ࣮ߦՄೳ
    Ϟσϧͷ࡞੒
    

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56. ˜;0;05FDIOPMPHJFT *OD
    όονม׵ػೳΛར༻ͯ͠ςετΛ࣮ߦ͢ΔΑ͏ʹͨ͠
    !56
    model C
    model A
    model B
    test A
    test B
    test C
    training A
    training A
    training A
    registered model C
    registered model A
    registered model B
    test data
    test data
    test data
    ରࡦޙ
    ਪ࿦
    ֶश݁ՌΛͦͷ··Ϟσϧʹొ࿥
    ֶश݁Ռͷ4ϩέʔγϣϯΛࢦఆͯ͠Ϟσ
    ϧΛ࡞੒͢Δ
    ొ࿥ͨ͠ϞσϧΛࢀরͯ͠όον
    ม׵δϣϒΛఆٛ
    Ϟσϧͱ4ʹ഑ஔ͞ΕͨσʔλΛར༻ͯ͠
    ςετΛ࣮ߦՄೳ
    όονม׵δϣϒ
    

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57. ˜;0;05FDIOPMPHJFT *OD
    Ϟσϧ࡞੒͔Βόονม׵δϣϒ·ͰΛ$-*Ͱ࣮૷
    !57
    model C
    model A
    model B
    test A
    test B
    test C
    training A
    training A
    training A
    registered model C
    registered model A
    registered model B
    test data
    test data
    test data
    ରࡦޙ
    ਪ࿦
    4%,Λ༻͍ͯ։ൃػ͔Β
    ςετΛ࣮ߦ
    ςετ࣮ߦ$-*
    

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58. ˜;0;05FDIOPMPHJFT *OD !58
    ։ൃ ֶश
    ෳ਺ͷαʔόͰฒߦͯ͠։ൃ
    ͯͦ͠ΕͧΕ࣮ߦ
    ಋೖલ
    ਪ࿦
    &'4ʹอଘ͞ΕֶͨशࡁΈ
    ϞσϧΛςετ༻&$Ͱ
    ϩʔυ࣮ͯ͠ߦ
    ରࡦޙ
    ಋೖ
    ௚ޙ
    ֶश్தʹεφοϓγϣοτ
    ΛಘΔ͜ͱ͕Ͱ͖ͳ͍
    ֶशࡁΈϞσϧΛ4͔Β
    ςετ༻&$ʹμ΢ϯϩʔ
    υ͢Δ޻ఔ͕૿͑ͨ
    ࣮ݧ৚݅ͱ࣮ߦΛ෼཭
    ։ൃػ͔Β௚઀δϣϒ࣮ߦ
    %-ϑϨʔϜϫʔΫͷ֦ுػ
    ೳΛ࢖͍ఆظతʹεφοϓ
    γϣοτΛ4ʹసૹ
    όονม׵δϣϒػೳΛར༻
    ͯ͠&$Λհͣ͞ςετ࣮ߦ
    &'4΍&$಺ͷετϨʔδʹ
    εφοϓγϣοτΛอଘ
    JQZOCϑΝΠϧͷ؅ཧίετ
    ૿ͱ։ൃޮ཰௿Լ
    ར༻ଅਐͷҝͷऔΓ૊Έ
    

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59. ˜;0;05FDIOPMPHJFT *OD !59
    ։ൃ ֶश
    ෳ਺ͷαʔόͰฒߦͯ͠։ൃ
    ͯͦ͠ΕͧΕ࣮ߦ
    ಋೖલ
    &'4΍&$಺ͷετϨʔδʹ
    εφοϓγϣοτΛอଘ
    ਪ࿦
    &'4ʹอଘ͞ΕֶͨशࡁΈ
    ϞσϧΛςετ༻&$Ͱ
    ϩʔυ࣮ͯ͠ߦ
    ରࡦޙ
    ಋೖ
    ௚ޙ
    JQZOCϑΝΠϧͷ؅ཧίετ
    ૿ͱ։ൃޮ཰௿Լ
    ֶश్தʹεφοϓγϣοτ
    ΛಘΔ͜ͱ͕Ͱ͖ͳ͍
    ֶशࡁΈϞσϧΛ4͔Β
    ςετ༻&$ʹμ΢ϯϩʔυ
    ͢Δ޻ఔ͕૿͑ͨ
    ࣮ݧ৚݅ͱ࣮ߦΛ෼཭
    ։ൃػ͔Β௚઀δϣϒ࣮ߦ
    %-ϑϨʔϜϫʔΫͷ֦ுػ
    ೳΛ࢖͍ఆظతʹεφοϓ
    γϣοτΛ4ʹసૹ
    όονม׵δϣϒػೳΛར༻
    ͯ͠&$Λհͣ͞ςετ࣮ߦ
    ར༻ଅਐͷҝͷऔΓ૊Έ
    

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60. ˜;0;05FDIOPMPHJFT *OD
    ։ൃػΛத৺ͱͯ͠࡞ۀΛγϯϓϧʹ͢Δ͜ͱʹ੒ޭͨ͠
    ։ൃ؀ڥ͸͜Ε·Ͱͷ؀ڥΛྲྀ༻͠ɺֶशਪ࿦͸$-*Ͱ࣮ߦ͠ɺεφοϓγϣοτͷอଘ΋ࣗಈԽͨ͠
    ར༻ଅਐͷҝͷऔΓ૊Έޙ
    !60
    ./train
    ./test
    train.py test.py conf.yml
    test.py conf.yml test data
    train data
    train.py conf.yml
    job job job
    w ։ൃ؀ڥ͸
    ୆ʹू໿
    ֶशδϣϒ
    όονม׵δϣϒ
    w ֶशͱςετ͸։ൃػ
    ͔Β4%,Ͱ࣮ߦ
    w ֶशաఔ͸֎෦
    πʔϧʹग़ྗ
    w ιʔείʔυͱϞσϧ
    ͸δϣϒຖʹอଘ
    

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61. ˜;0;05FDIOPMPHJFT *OD
    ຊ೔ొ৔ͨ͠πʔϧ܈Λ·ͱΊͨϨϙδτϦ
    !61
    IUUQTHJUIVCDPNUODIBJOFSTBHFNBLFSUPPMT
    ֶशδϣϒ΍ਪ࿦δϣϒΛ؆୯ʹ࣮ߦͰ͖ΔΑ͏ʹ͢Δπʔϧ
    ϩάͷ4MBDL࿈ܞ΍4΁ͷεφοϓγϣοτసૹΛ࣮ߦ͢Δ$IBJOFS&YUFOTJPO
    ʢͨͩ͠$IBJOFSݶఆʣ
    

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62. ˜;0;05FDIOPMPHJFT *OD
    ຊ೔ͷΞδΣϯμ
    ୈҰ෦
    ୈೋ෦
    ݚڀ঺հ
    ར༻ଅਐͷҝͷऔΓ૊Έ
    ɹ։ൃ
    ɹֶश
    ɹਪ࿦
    ·ͱΊ
    !62
    

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63. ˜;0;05FDIOPMPHJFT *OD
    ·ͱΊ
    w ;0;03FTFBSDIͰ͸ɺ;0;0άϧʔϓ͕࣋ͭେྔͷσʔλΛݩʹͯ͠

    ʮϑΝογϣϯΛ਺஋Խ͢Δʯݚڀ׆ಈΛߦ͍ͬͯΔ
    w ݚڀͷܭࢉج൫ͱͯ͠4BHF.BLFSΛ࠾༻͍ͯ͠Δ
    w 4BHF.BLFS͸.-ϓϥοτϑΥʔϜͰ͋Γɺ.-։ൃۀ຿ͷϑϨʔϜϫʔΫͰ΋͋Δ
    w ಋೖʹ͸՝୊΋͕͋ͬͨɺ਺ʑͷ޻෉ʹΑͬͯεέʔϧ͢Δֶश؀ڥΛಘΔ͜ͱ͕Ͱ͖ͨ
    !63
    

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64. ˜;0;05FDIOPMPHJFT *OD
    ࠾༻৘ใ
    w.-ΤϯδχΞ
    wػցֶशΞϧΰϦζϜͷ࣮૷ͱ1P$։ൃ
    IUUQTUFDI[P[PDPNSFDSVJU
    w43&
    Πϯϑϥͷઃܭɾ։ൃɾӡ༻ΛओମʹαʔϏεͷ৴པੑ޲্
    w "OESPJE J04 EFTJHOFS BOENPSF
    ϑΝογϣϯΛٕज़ͷྗͰม͍͑ͯ͘஥ؒΛ୳͍ͯ͠·͢ɻ
    !64
    

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65. View Slide