AIカーと生成系AI

第1回 Generative AI勉強会の発表資料です。

Transcript

1. 'B#P *OD
   "*Χʔͱੜ੒ܥ"*
   

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

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3. "*Χʔ
   %POLFZ$BS +FU3BDFS
   

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4. +FU3BDFS
   Χϝϥ
   +FUTPO/BOP
   

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5. +FU3BDFS
   +FU3BDFS
   $BNFSB
   %//
   )[
   
   ϋϯυϧͷ֯౓ͱ଎౓
   18.ͷ৴߸
   ճؼͷϞσϧ
   3FT/FUΛసҠֶश
   

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6. +FU3BDFS
   $BNFSB
   %//
   )[
   
   ϋϯυϧͷ֯౓ͱ଎౓
   18.ͷ৴߸
   Χϝϥը૾
   ೖྗ
   ग़ྗ
   +FU3BDFSͷ૸ߦͷ޲͖
   9 :
   
   18.ͷ৴߸
   +FU3BDFS
   

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

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8. View Slide

9. View Slide

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

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

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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
    

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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
    

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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
    

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15. 1SPNQU3PCPUJDT ʙ,5PLFO
    

    ʙ,5PLFO
    TZTUFNSPMM4ZTUFN3PMMఆٛ
    VTFSSPMMʮυϩʕϯΛඈ͹͍ͯͩ͘͠͞ʯ
    จࣈྻ
    

    

    AAA
    

    ιʔείʔυ
    

    AAA
    FYFD ιʔείʔυ
    
    ਖ਼نදݱ
    ιʔείʔυ
    $IBU(15
    (15
    
    

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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
    

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

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19. "*Χʔͱ$IBU(15
    

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20. γεςϜϩʔϧఆٛ
    

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

    KSTUPQ
    
    

    KSMFGU
    
    KSSJHIU
    
    

    KSTUSBJHU
    
    KSDIFDL@QPTJUJPO
    
    ֤छϝιο
    υͷ࣮૷
    $IBU(15ͱͷؒͰऔΓܾΊͨԾ૝తͳϝιου
    

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

    KSTUPQ
    
    

    KSMFGU
    
    KSSJHIU
    
    

    KSTUSBJHU
    
    KSDIFDL@QPTJUJPO
    
    KSSVO QPXFS
    
    

    KSTUPQ
    
    

    

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

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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
    

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24. +FU3BDFSͷ૸ߦͷ޲͖
    9 :
    
    ӈંɺࠨંɺ௚ਐ ճؼͷϞσϧ
    
    +FU3BDFS
    $BNFSB
    %//
    )[
    
    ϋϯυϧͷ֯౓ͱ଎౓
    18.ͷ৴߸
    Χϝϥը૾
    ೖྗ
    ग़ྗ
    18.ͷ৴߸
    

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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
    

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26. ঢ়گ൑அ ަࠩ఺ɺ௚ઢ
    ෼ྨͷϞσϧ
    
    +FU3BDFS
    $BNFSB
    %//
    )[
    
    ෼ྨ
    ަࠩ఺ɺ௚ઢ
    
    

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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 )[
    
    

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

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

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32. 1SPNQU-BOE
    

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

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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
    

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