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AIカーと生成系AI

 AIカーと生成系AI

第1回 Generative AI勉強会の発表資料です。

akira-sasaki

April 27, 2023
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  1. 'B#P *OD
    "*Χʔͱੜ੒ܥ"*

    View Slide

  2. ΞδΣϯμ
    w "*Χʔ +FU3BDFS

    w 1SPNQU3PCPUJDT
    w "*Χʔͱ$IBU(15ͷ࿈ܞɹ
    w 1SPNQU-BOE

    View Slide

  3. "*Χʔ
    %POLFZ$BS +FU3BDFS

    View Slide

  4. +FU3BDFS
    Χϝϥ
    +FUTPO/BOP

    View Slide

  5. +FU3BDFS
    +FU3BDFS
    $BNFSB
    %//
    )[

    ϋϯυϧͷ֯౓ͱ଎౓
    18.ͷ৴߸
    ճؼͷϞσϧ
    3FT/FUΛసҠֶश

    View Slide

  6. +FU3BDFS
    $BNFSB
    %//
    )[

    ϋϯυϧͷ֯౓ͱ଎౓
    18.ͷ৴߸
    Χϝϥը૾
    ೖྗ
    ग़ྗ
    +FU3BDFSͷ૸ߦͷ޲͖
    9 :

    18.ͷ৴߸
    +FU3BDFS

    View Slide

  7. %BUBTFU
    +FU3BDFSͷ޲͔Θ͍ͤͨ޲͖Λσʔλͱͯ͠ొ࿥
    3FT/FUΛϕʔεʹసҠֶश

    View Slide

  8. View Slide

  9. View Slide

  10. +FU3BDFSͷϩδοΫΛ஌Γ͍ͨํ͸
    IUUQTDPVSTFTOWJEJBDPNDPVSTFTDPVSTFW%-*$397+"
    +FUTPO/BOPͰ"*Λ࢝ΊΔ

    View Slide

  11. ΞδΣϯμ
    w "*Χʔ +FU3BDFS

    w 1SPNQU3PCPUJDT
    w "*Χʔͱ$IBU(15ͷ࿈ܞɹ
    w 1SPNQU-BOE

    View Slide

  12. 1SPNQU3PCPUJDT IUUQTHJUIVCDPNNJDSPTPGU1SPNQU$SBGU3PCPUJDT
    υϩʔϯʹ໋ྩ͢ΔͨΊʹ࢖͑Δؔ਺Λ঺հ͠·͢ɻ
    BXUBLFP
    ff

    υϩʔϯΛ཭཮ͤ͞Δɻ
    BXMBOE
    υϩʔϯΛண཮ͤ͞Δɻ
    BXHFU@ESPOF@QPTJUJPO
    υϩʔϯͷݱࡏҐஔΛɺ9:;࠲ඪʹରԠ͢Δͭͷුಈখ਺఺ͷϦετͱͯ͠ฦ͠·͢ɻ
    BX
    fl
    Z@UP
    9 : ;࠲ඪʹରԠ͢ΔͭͷҾ਺ͷϦετͱͯ͠ࢦఆ͞ΕͨҐஔ·ͰυϩʔϯΛඈ͹͢ɻ
    BX
    fl
    Z@QBUI QPJOUT
    ఺ͷϦετͰࢦఆ͞Εͨܦ࿏ʹԊͬͯυϩʔϯΛඈߦͤ͞Δɻ֤ϙΠϯτ͸ɺ΍͸Γ9ɺ:ɺ;࠲ඪʹରԠ͢Δͭͷුಈখ਺఺਺ͷϦετͰ͋Δɻ
    BXTFU@ZBX ZBX
    υϩʔϯͷϤʔΛࢦఆ͞Εͨ஋ʢ౓਺ʣʹઃఆ͠·͢ɻ
    BXHFU@ZBX
    υϩʔϯͷݱࡏͷϤʔΛ౓୯ҐͰฦ͠·͢ɻ
    BXHFU@QPTJUJPO PCKFDU@OBNF
    ɿڵຯͷ͋ΔΦϒδΣΫτͷ໊લΛࣔ͢จࣈྻΛೖྗͱͯ͠ड͚औΓɺͦͷ9 : ;࠲ඪΛࣔͭ͢ͷුಈখ਺఺਺ͷϦετΛฦ͠·͢ɻ
    ͍͔ͭ͘ศརͳ͜ͱ͕͋Γ·͢ɿ
    NPWF5P1PTJUJPO"TZOD
    ΍NPWF5P;"TZOD
    ͷ୅ΘΓʹɺࢲ͕ఆٛͨؔ͠਺
    fl
    Z@UP
    Λ࢖༻͢Δඞཁ͕͋Γ·͢ɻ
    ΋͠Կ͔ෆ໌ͳ఺͕͋Ε͹ɺʮ2VFTUJPOʯͱ໌ه͢Ε͹ɺࢲʹ໌֬ͳ࣭໰Λ͢Δ͜ͱ͕Ͱ͖·͢ɻ
    ͜͜ͰɺͲͷΑ͏ʹઆ໌ͷͨΊͷ࣭໰Λ͢Δ͜ͱ͕Ͱ͖Δ͔Λࣔ͢γφϦΦͷྫΛࣔ͠·͢ɻ͋Δγʔϯʹͭͷٿମ͕͋Δͱ͠·͢ɻ
    ࢲɿٿମʹ޲͔ͬͯඈΜͰ͍ͩ͘͞ɻ
    ͋ͳͨͰ͢ɿ࣭໰ٿମ͕ͭ͋Γ·͢ɻͲͪΒʹඈΜͰ͍͚͹͍͍ͷͰ͔͢ʁ
    ࢲɿٿମɺ͓ئ͍͠·͢ɻ
    ͜ͷγʔϯʹ͸࣍ͷΑ͏ͳΦϒδΣΫτ͕͋Γɺ͋ͳͨ͸͜ΕΒͷਖ਼֬ͳ໊લΛ࢖༻ͯͦ͠ΕΒΛࢀর͢Δ͜ͱʹͳΓ·͢ɿ
    λʔϏϯɺλʔϏϯɺιʔϥʔύωϧɺंɺ܈ऺɺλϫʔɺλϫʔɺλϫʔɻ
    υϩʔϯҎ֎ͷΦϒδΣΫτ͸ɺ͍ͣΕ΋Ҡಈ͢Δ͜ͱ͸Ͱ͖·ͤΜɻλʔϏϯ͸ͭɺλϫʔ͸ͭ͋Δ͜ͱΛ͓͍͍֮͑ͯͯͩ͘͞ɻಉ͡छྨͷΦϒδΣΫτ͕ෳ਺͋Δ৔߹ɺ
    ͱɺࢲ͕ͲͷΦϒδΣΫτΛࢦ͍ͯ͠Δͷ͔໌ࣔ͠ͳ͍৔߹͸ɺৗʹࢲʹઆ໌ΛٻΊΔ΂͖Ͱ͢ɻܾͯ͠ࢥ͍ࠐΈ͸ې෺Ͱ͢ɻ
    ࣠ͷ׳ྫͱͯ͠ɺલํ͸ਖ਼ͷ9࣠Λҙຯ͠·͢ɻӈ͸:࣠ͷਖ਼Λҙຯ͠·͢ɻ্ͱ͸ɺਖ਼ͷ;࣠Λҙຯ͠·͢ɻ
    4ZTUFN3PMMఆٛ $IBU(15ͱ࣮ମͷؒͰͲͪΒ͔Β΋
    ղऍՄೳͳԾ૝తͳϝιουΛఆٛ

    View Slide

  13. 1SPNQU3PCPUJDT IUUQTHJUIVCDPNNJDSPTPGU1SPNQU$SBGU3PCPUJDT
    υϩʔϯʹ໋ྩ͢ΔͨΊʹ࢖͑Δؔ਺Λ঺հ͠·͢ɻ
    BXUBLFP
    ff

    υϩʔϯΛ཭཮ͤ͞Δɻ
    BXMBOE
    υϩʔϯΛண཮ͤ͞Δɻ
    BXHFU@ESPOF@QPTJUJPO
    υϩʔϯͷݱࡏҐஔΛɺ9:;࠲ඪʹରԠ͢Δͭͷුಈখ਺఺ͷϦετͱͯ͠ฦ͠·͢ɻ
    BX
    fl
    Z@UP
    9 : ;࠲ඪʹରԠ͢ΔͭͷҾ਺ͷϦετͱͯ͠ࢦఆ͞ΕͨҐஔ·ͰυϩʔϯΛඈ͹͢ɻ
    BX
    fl
    Z@QBUI QPJOUT
    ఺ͷϦετͰࢦఆ͞Εͨܦ࿏ʹԊͬͯυϩʔϯΛඈߦͤ͞Δɻ֤ϙΠϯτ͸ɺ΍͸Γ9ɺ:ɺ;࠲ඪʹରԠ͢Δͭͷුಈখ਺఺਺ͷϦετͰ͋Δɻ
    BXTFU@ZBX ZBX
    υϩʔϯͷϤʔΛࢦఆ͞Εͨ஋ʢ౓਺ʣʹઃఆ͠·͢ɻ
    BXHFU@ZBX
    υϩʔϯͷݱࡏͷϤʔΛ౓୯ҐͰฦ͠·͢ɻ
    BXHFU@QPTJUJPO PCKFDU@OBNF
    ɿڵຯͷ͋ΔΦϒδΣΫτͷ໊લΛࣔ͢จࣈྻΛೖྗͱͯ͠ड͚औΓɺͦͷ9 : ;࠲ඪΛࣔͭ͢ͷුಈখ਺఺਺ͷϦετΛฦ͠·͢ɻ
    ͍͔ͭ͘ศརͳ͜ͱ͕͋Γ·͢ɿ
    NPWF5P1PTJUJPO"TZOD
    ΍NPWF5P;"TZOD
    ͷ୅ΘΓʹɺࢲ͕ఆٛͨؔ͠਺
    fl
    Z@UP
    Λ࢖༻͢Δඞཁ͕͋Γ·͢ɻ
    ΋͠Կ͔ෆ໌ͳ఺͕͋Ε͹ɺʮ2VFTUJPOʯͱ໌ه͢Ε͹ɺࢲʹ໌֬ͳ࣭໰Λ͢Δ͜ͱ͕Ͱ͖·͢ɻ
    ͜͜ͰɺͲͷΑ͏ʹઆ໌ͷͨΊͷ࣭໰Λ͢Δ͜ͱ͕Ͱ͖Δ͔Λࣔ͢γφϦΦͷྫΛࣔ͠·͢ɻ͋Δγʔϯʹͭͷٿମ͕͋Δͱ͠·͢ɻ
    ࢲɿٿମʹ޲͔ͬͯඈΜͰ͍ͩ͘͞ɻ
    ͋ͳͨͰ͢ɿ࣭໰ٿମ͕ͭ͋Γ·͢ɻͲͪΒʹඈΜͰ͍͚͹͍͍ͷͰ͔͢ʁ
    ࢲɿٿମɺ͓ئ͍͠·͢ɻ
    ͜ͷγʔϯʹ͸࣍ͷΑ͏ͳΦϒδΣΫτ͕͋Γɺ͋ͳͨ͸͜ΕΒͷਖ਼֬ͳ໊લΛ࢖༻ͯͦ͠ΕΒΛࢀর͢Δ͜ͱʹͳΓ·͢ɿ
    λʔϏϯɺλʔϏϯɺιʔϥʔύωϧɺंɺ܈ऺɺλϫʔɺλϫʔɺλϫʔɻ
    υϩʔϯҎ֎ͷΦϒδΣΫτ͸ɺ͍ͣΕ΋Ҡಈ͢Δ͜ͱ͸Ͱ͖·ͤΜɻλʔϏϯ͸ͭɺλϫʔ͸ͭ͋Δ͜ͱΛ͓͍͍֮͑ͯͯͩ͘͞ɻಉ͡छྨͷΦϒδΣΫτ͕ෳ਺͋Δ৔߹ɺ
    ͱɺࢲ͕ͲͷΦϒδΣΫτΛࢦ͍ͯ͠Δͷ͔໌ࣔ͠ͳ͍৔߹͸ɺৗʹࢲʹઆ໌ΛٻΊΔ΂͖Ͱ͢ɻܾͯ͠ࢥ͍ࠐΈ͸ې෺Ͱ͢ɻ
    ࣠ͷ׳ྫͱͯ͠ɺલํ͸ਖ਼ͷ9࣠Λҙຯ͠·͢ɻӈ͸:࣠ͷਖ਼Λҙຯ͠·͢ɻ্ͱ͸ɺਖ਼ͷ;࣠Λҙຯ͠·͢ɻ
    4ZTUFN3PMMఆٛ
    ศརͳػೳ΍
    VTFS BTTJTUBOUͷ΍ΓऔΓྫΛهࡌ

    View Slide

  14. 1SPNQU3PCPUJDT IUUQTHJUIVCDPNNJDSPTPGU1SPNQU$SBGU3PCPUJDT
    υϩʔϯʹ໋ྩ͢ΔͨΊʹ࢖͑Δؔ਺Λ঺հ͠·͢ɻ
    BXUBLFP
    ff

    υϩʔϯΛ཭཮ͤ͞Δɻ
    BXMBOE
    υϩʔϯΛண཮ͤ͞Δɻ
    BXHFU@ESPOF@QPTJUJPO
    υϩʔϯͷݱࡏҐஔΛɺ9:;࠲ඪʹରԠ͢Δͭͷුಈখ਺఺ͷϦετͱͯ͠ฦ͠·͢ɻ
    BX
    fl
    Z@UP
    9 : ;࠲ඪʹରԠ͢ΔͭͷҾ਺ͷϦετͱͯ͠ࢦఆ͞ΕͨҐஔ·ͰυϩʔϯΛඈ͹͢ɻ
    BX
    fl
    Z@QBUI QPJOUT
    ఺ͷϦετͰࢦఆ͞Εͨܦ࿏ʹԊͬͯυϩʔϯΛඈߦͤ͞Δɻ֤ϙΠϯτ͸ɺ΍͸Γ9ɺ:ɺ;࠲ඪʹରԠ͢Δͭͷුಈখ਺఺਺ͷϦετͰ͋Δɻ
    BXTFU@ZBX ZBX
    υϩʔϯͷϤʔΛࢦఆ͞Εͨ஋ʢ౓਺ʣʹઃఆ͠·͢ɻ
    BXHFU@ZBX
    υϩʔϯͷݱࡏͷϤʔΛ౓୯ҐͰฦ͠·͢ɻ
    BXHFU@QPTJUJPO PCKFDU@OBNF
    ɿڵຯͷ͋ΔΦϒδΣΫτͷ໊લΛࣔ͢จࣈྻΛೖྗͱͯ͠ड͚औΓɺͦͷ9 : ;࠲ඪΛࣔͭ͢ͷුಈখ਺఺਺ͷϦετΛฦ͠·͢ɻ
    ͍͔ͭ͘ศརͳ͜ͱ͕͋Γ·͢ɿ
    NPWF5P1PTJUJPO"TZOD
    ΍NPWF5P;"TZOD
    ͷ୅ΘΓʹɺࢲ͕ఆٛͨؔ͠਺
    fl
    Z@UP
    Λ࢖༻͢Δඞཁ͕͋Γ·͢ɻ
    ΋͠Կ͔ෆ໌ͳ఺͕͋Ε͹ɺʮ2VFTUJPOʯͱ໌ه͢Ε͹ɺࢲʹ໌֬ͳ࣭໰Λ͢Δ͜ͱ͕Ͱ͖·͢ɻ
    ͜͜ͰɺͲͷΑ͏ʹઆ໌ͷͨΊͷ࣭໰Λ͢Δ͜ͱ͕Ͱ͖Δ͔Λࣔ͢γφϦΦͷྫΛࣔ͠·͢ɻ͋Δγʔϯʹͭͷٿମ͕͋Δͱ͠·͢ɻ
    ࢲɿٿମʹ޲͔ͬͯඈΜͰ͍ͩ͘͞ɻ
    ͋ͳͨͰ͢ɿ࣭໰ٿମ͕ͭ͋Γ·͢ɻͲͪΒʹඈΜͰ͍͚͹͍͍ͷͰ͔͢ʁ
    ࢲɿٿମɺ͓ئ͍͠·͢ɻ
    ͜ͷγʔϯʹ͸࣍ͷΑ͏ͳΦϒδΣΫτ͕͋Γɺ͋ͳͨ͸͜ΕΒͷਖ਼֬ͳ໊લΛ࢖༻ͯͦ͠ΕΒΛࢀর͢Δ͜ͱʹͳΓ·͢ɿ
    λʔϏϯɺλʔϏϯɺιʔϥʔύωϧɺंɺ܈ऺɺλϫʔɺλϫʔɺλϫʔɻ
    υϩʔϯҎ֎ͷΦϒδΣΫτ͸ɺ͍ͣΕ΋Ҡಈ͢Δ͜ͱ͸Ͱ͖·ͤΜɻλʔϏϯ͸ͭɺλϫʔ͸ͭ͋Δ͜ͱΛ͓͍͍֮͑ͯͯͩ͘͞ɻಉ͡छྨͷΦϒδΣΫτ͕ෳ਺͋Δ৔߹ɺ
    ͱɺࢲ͕ͲͷΦϒδΣΫτΛࢦ͍ͯ͠Δͷ͔໌ࣔ͠ͳ͍৔߹͸ɺৗʹࢲʹઆ໌ΛٻΊΔ΂͖Ͱ͢ɻܾͯ͠ࢥ͍ࠐΈ͸ې෺Ͱ͢ɻ
    ࣠ͷ׳ྫͱͯ͠ɺલํ͸ਖ਼ͷ9࣠Λҙຯ͠·͢ɻӈ͸:࣠ͷਖ਼Λҙຯ͠·͢ɻ্ͱ͸ɺਖ਼ͷ;࣠Λҙຯ͠·͢ɻ
    4ZTUFN3PMMఆٛ
    ۭؒͷ؀ڥ৘ใΛهࡌ

    View Slide

  15. 1SPNQU3PCPUJDT ʙ,5PLFO

    ʙ,5PLFO
    TZTUFNSPMM4ZTUFN3PMMఆٛ
    VTFSSPMMʮυϩʕϯΛඈ͹͍ͯͩ͘͠͞ʯ
    จࣈྻ


    AAA

    ιʔείʔυ

    AAA
    FYFD ιʔείʔυ

    ਖ਼نදݱ
    ιʔείʔυ
    $IBU(15
    (15

    View Slide

  16. View Slide

  17. ੹೚෼ذ఺
    BXUBLFP
    ff



    BXMBOE

    BXHFU@ESPOF@QPTJUJPO


    BX
    fl
    Z@UP


    BX
    fl
    Z@QBUI QPJOUT

    BXTFU@ZBX ZBX

    BXHFU@ZBX


    BXHFU@QPTJUJPO PCKFDU@OBNF

    ཧ࿦ໃ६͠ͳ͍
    γʔέϯεͷ࡞੒
    ֤छϝιουͷ
    ࣮૷
    "*34JN"1*Λ༻
    ͍࣮ͯମΛ࣮૷
    $IBU(15ͱͷؒͰऔΓܾΊͨԾ૝
    తͳϝιου

    View Slide

  18. ΞδΣϯμ
    w +FU3BDFS
    w 1SPNQU3PCPUJDT
    w "*Χʔͱ$IBU(15ͷ࿈ܞɹ
    w 1SPNQU-BOE

    View Slide

  19. "*Χʔͱ$IBU(15

    View Slide

  20. γεςϜϩʔϧఆٛ

    View Slide

  21. ੹೚෼ذ఺
    ཧ࿦ໃ६͠
    ͳ͍γʔέ
    ϯεͷ࡞੒
    KSSVO QPXFS


    KSTUPQ


    KSMFGU

    KSSJHIU


    KSTUSBJHU

    KSDIFDL@QPTJUJPO

    ֤छϝιο
    υͷ࣮૷
    $IBU(15ͱͷؒͰऔΓܾΊͨԾ૝తͳϝιου

    View Slide

  22. ଎౓ͷ੍ޚ
    ཧ࿦ໃ६͠
    ͳ͍γʔέ
    ϯεͷ࡞੒
    KSSVO QPXFS


    KSTUPQ


    KSMFGU

    KSSJHIU


    KSTUSBJHU

    KSDIFDL@QPTJUJPO

    KSSVO QPXFS


    KSTUPQ



    18.ͷ஋Λมߋ
    $IBU(15ͱͷؒͰऔΓܾΊͨԾ૝తͳϝιου

    View Slide

  23. ӈંɺࠨંɺ௚ਐ ճؼͷϞσϧ

    ཧ࿦ໃ६͠
    ͳ͍γʔέ
    ϯεͷ࡞੒
    KSSVO QPXFS


    KSTUPQ


    KSMFGU

    KSSJHIU


    KSTUSBJHU

    KSDIFDL@QPTJUJPO

    KSMFGU

    KSSJHIU


    KSTUSBJHU



    ճؼͷ3FT/FUͷసҠֶश
    Ͱ
    ࠨં͔͠͠ͳ͍σʔληοτ

    ௚ਐ͔͠͠ͳ͍σʔληοτ

    ࠨં͔͠͠ͳ͍σʔληοτ

    ͔ΒͭͷϞσϧΛֶशͯ͠࡞੒
    ͢Δ
    $IBU(15ͱͷؒͰऔΓܾΊͨԾ૝తͳϝιου

    View Slide

  24. +FU3BDFSͷ૸ߦͷ޲͖
    9 :

    ӈંɺࠨંɺ௚ਐ ճؼͷϞσϧ

    +FU3BDFS
    $BNFSB
    %//
    )[

    ϋϯυϧͷ֯౓ͱ଎౓
    18.ͷ৴߸
    Χϝϥը૾
    ೖྗ
    ग़ྗ
    18.ͷ৴߸

    View Slide

  25. ঢ়گ൑அ ަࠩ఺ɺ௚ઢ
    ෼ྨͷϞσϧ

    ཧ࿦ໃ६͠
    ͳ͍γʔέ
    ϯεͷ࡞੒
    KSSVO QPXFS


    KSTUPQ


    KSMFGU

    KSSJHIU


    KSTUSBJHU

    KSDIFDL@QPTJUJPO

    KSDIFDL@QPTJUJPO



    ෼ྨͷϞσϧͰɺ
    ަࠩ఺
    ಓ࿏
    ελʔτ஍఺
    ͷσʔληοτΛ࡞੒ֶ͠श
    $IBU(15ͱͷؒͰऔΓܾΊͨԾ૝తͳϝιου

    View Slide

  26. ঢ়گ൑அ ަࠩ఺ɺ௚ઢ
    ෼ྨͷϞσϧ

    +FU3BDFS
    $BNFSB
    %//
    )[

    ෼ྨ
    ަࠩ఺ɺ௚ઢ

    View Slide

  27. ಈ࡞࿈ܞ
    ཧ࿦ໃ६͠
    ͳ͍γʔέ
    ϯεͷ࡞੒
    KSSVO QPXFS


    KSTUPQ


    KSMFGU

    KSSJHIU


    KSTUSBJHU

    KSDIFDL@QPTJUJPO

    )[
    )[
    KSDIFDL@QPTJUJPO


    Ϋϥε෼ྨ
    $BNFSB
    ަࠩ఺ʹֻ͔ࠩͬͨ͠Β
    $IBU(15ʹࢦࣔ͞ΕͨϞσϧʹࠩ͠ସ͑
    KSMFGU


    KSSJHIU


    KSTUSBJHU

    ϦΞϧλΠ
    ϜͷϩϘο
    τ੍ޚ
    $IBU(15ͱͷؒͰऔΓܾΊͨԾ૝తͳϝιου

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  28. $IBU(15Ͱੜ੒͞ΕΔγʔέϯε
    ʮͷ଎౓Ͱ૸ߦΛ։࢝͠ɺ̍ͭΊͷަࠩ఺
    Λ௚ਐ͠ɺͦͷ··௚ਐ͢Δʯ
    ʮͷ଎౓Ͱ૸ߦΛ։࢝͠ɺ̍ͭΊͷަࠩ
    ఺Λӈં͠ɺͦͷ··௚ਐ͢Δʯ
    XIJMF5SVF
    JGKSDIFDL@QPJTJUJPO
    $304430"%
    KSTUSBJHIU

    CSFBL
    XIJMF5SVF
    JGKSDIFDL@QPJTJUJPO
    30"%
    KSTUSBJHIU

    CSFBL
    XIJMF5SVF
    JGKSDIFDL@QPJTJUJPO
    $304430"%
    KSMFGU

    CSFBL
    XIJMF5SVF
    JGKSDIFDL@QPJTJUJPO
    30"%
    KSTUSBJHIU

    CSFBL
    ࠓ͸ɺϫϯγϣοτͰγʔέϯεΛੜ੒
    ΍Γ͍ͨࣄ͸ɺঢ়گมԽͷ౓ʹɺ$IBU(15ʹ໰͍߹ΘͤΔ
    $IBU(15͕ੜ੒ͨ͠γʔέϯε $IBU(15͕ੜ੒ͨ͠γʔέϯε

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  29. μχΤϧɾΧʔωϚϯ
    w γεςϜ
    w +FU3BDFS )[

    w γεςϜ
    w $IBU(15 )[

    View Slide

  30. ΞδΣϯμ
    w "*Χʔ +FU3BDFS

    w 1SPNQU3PCPUJDT
    w "*Χʔͱ$IBU(15ͷ࿈ܞɹ
    w 1SPNQU-BOE

    View Slide

  31. "*Χʔͱ$IBU(15Λ࿈ܞͯ͠ݟ͖͑ͯͨࣄ
    w Կ͕Ͱ͖ͯɺԿ͕Ͱ͖Δ͔Θ͔Βͳ͍
    w ࣮ػΛ͔ͭͬͯ৚݅ઃఆΛ͓͜ͳ͏ͱ؀ڥߏங͕େม
    "*ΧʔͷϞσϧͱϦϯΫ͢Δ%JHJUBM5XJOۭ͕ؒඞཁ

    View Slide

  32. 1SPNQU-BOE

    View Slide

  33. 1SPNQU-BOE
    359౥ࡌ1$
    +FU3BDFS
    (4USFBNFS
    0QFO$7Ͱऔࠐ
    04$
    +VQZFS-BCΛىಈ͢Δ1$
    1SPNQU-BOE
    6&ΞϓϦ

    View Slide

  34. 1SPNQU-BOEͰ΍Γ͍ͨࣄ

    Ͱ͖Δ͜ͱɺͰ͖ͳ͍͜ͱͷධՁ
    w ੨৴߸ɺԫ৭৴߸ɺ੺৴߸Ͱͷڍಈ
    w ਓ͕͍Δ৔߹ͷڍಈ
    w -J%"3ͷϙΠϯτΫϥ΢υ৘ใΛ$IBU(15ʹ౤͛ΔͱͲ͏ͳΔ͔
    w ো֐෺ͷ࠲ඪΛ$IBU(15ʹ౤͛ΔͱͲ͏ͳΔ͔
    w $IBU(157JTJPO൛ͷڍಈ͸Ͳ͏ͳΔͷ͔ʁ
    w ͳʹ͕Ͱ͖ͯɺͳʹ͔Ͱ͖ͳ͍ͷ͔ΛධՁΛ͓͜ͳ͍͍ͨ

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  35. +FU3BDFSͱ4*.3FBM
    4JNVMBUPSͰֶशͨ͠σʔληοτ 3FBMۭؒͰͷ૸ߦ
    ձ௡େֶͰͷࢼݧ૸ߦɺ/551$͞Μͱ.BLFS'BJSFͰͷࢼΈͰ
    +FU3BDFS͸ɺ4JNVMBUPSͷը૾Ͱ࣮૸ߦ͕Մೳ

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  36. ࠷ۙͷࢼ࡞
    6&.FUB)VNBO

    $IBU(15/7*%*"3JWB
    /7*%*"3JWB$IBU(15

    View Slide