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ファンのための Creator-in-the-loop / Creator-in-the-loop for fans

Hirosaji
November 05, 2022

ファンのための Creator-in-the-loop / Creator-in-the-loop for fans

2dml 第2回創作+機械学習LT会 (2022/11/5) @Hirosaji @Hirosaji_draw
https://connpass.com/event/262846/
=====
Title (English): Creator-in-the-loop for fans

Hirosaji

November 05, 2022
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  1. ENMୈճ૑࡞ʴػցֶश-5ձ

    ϑΝϯͷͨΊͷ$SFBUPSJOUIFMPPQ
    )JSPTBKJ !IJSPTBKJ
    ʗͻΖ͞͡ !IJSPTBKJ@ESBX

    ΫϦΤΠλʔ͕ࣗಈੜ੒"*ʹԿΛٻΊΔ͔

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  2. ʮͻΖ͞͡



    )JSPTBKJʯͱ͍͏໊લͰ׆ಈ͢ΔਓɻͷΒΓ͘ΒΓͱ޷͖ͳ͜ͱΛ΍ͬͯੜ͖ͯ·͢ɻ
    ͜ͷϓϨθϯΛ͢Δਓ
    )JSPTBKJ8FC&OHJOFFS!/FXTQBQFSDPNQBOZ
    ͻΖ͞͡'SFFMBODF*MMVTUSBUPS
    ˏIJSPTBKJ
    ˏIJSPTBKJ@ESBX
    IJSPTBKJIBUFOBCMPHDPN
    ˏIJSPTBKJ
    前職は声優でした

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  3. Πϥετͷٕ๏ॻΛϕʔεʹ஌ࣝΛମܥԽͯ͠ɺ.-ٕज़΋आΓͭͭɺֆࢣࢧԉΛϓϩάϥϛϯάͯ͠·͢ɻ
    ͜ͷϓϨθϯΛ͢Δਓ
    ࢲͷʮ૑࡞Y.-ʯ׆ಈ
    ֆΛಡΉٕज़ΛମܥԽ͠ɺ
    ΠϥετϨʔλʔΛ1ZUIPOͰࢧԉ͢ΔεΩʔϜΛ୳ͬͯ·͢ɻ

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  4. ࠓճͷλΠτϧ͸͜Ε
    ϑΝϯͷͨΊͷ$SFBUPSJOUIFMPPQ
    ࠓճ͸ɺࣗಈੜ੒"*ʢಛʹ"*ֆࢣʣΛ୊ࡐʹɺΫϦΤΠλʔ͕Ͳ͏"*ͱ෇͖߹͑͹͍͍͔Λߟ͑ͨɻ

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  5. ࠓճͷλΠτϧ͸͜Ε
    ϑΝϯͷͨΊͷ$SFBUPSJOUIFMPPQ
    )VNBOJOUIFMPPQͷ$SFBUPS൛

    ͦͷεΩʔϚͱͳΓಘΔҰҊ͕$SFBUPSJOUIFMPPQɻ·ͣ͸༻ޠղઆͱͲ͏͢Ε͹࣮ݱՄೳͳͷ͔୳Δɻ

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  6. $SFBUPSJOUIFMPPQͷ࣮ݱՄೳੑ

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  7. ·ͣ)*5-ͱ͸ɺػց͕ۤखͳλεΫʢҙࢥܾఆͳͲʣΛਓ͕ؒิ͏࢓૊ΈɻϨϕϧ̐ҎԼͷࣗಈӡసͱ͔ɻ
    Human-in-the-loopʢHITLʣͱ͸
    4ZTUFN
    )VNBO
    5SJHHFS "DUJPO
    )VNBOJOUIFMPPQʲ޿ٛʳ
    ػց͕ۤखͳλεΫΛਓؒʢ)VNBOʣ͕ิ͏σβΠϯύλʔϯɻਓͱػց͕ڠௐ͢Δɻ

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  8. *OQVU 0VUQVU
    ಛʹ.-"*ྖҬͷ)*5-͸ɺ༧ଌͷਫ਼౓ʹΑͬͯਓ͕ؔ༩͢Δ͔͕ܾ·Δɻਫ਼౓͕ѱ͍΋ͷʹؔ༩͢Δɻ
    Human-in-the-loopʢHITLʣͱ͸
    .PEFM
    )VNBO
    )VNBOJOUIFMPPQʲ.-"*ྖҬʳʢʣ
    .-"*ྖҬͰ͸ɺ༧ଌਫ਼౓͕௿͍݁Ռͷ൑அΛਓؒʹ೚ͤΔɻਓͱ"*͕ڠௐ͢Δɻ

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  9. *OQVU 0VUQVU
    5SBJOEBUB
    ਫ਼౓͕ѱ͍݁Ռʹରͯ͠ਓ͔ؒΒͷϑΟʔυόοΫΛड͚ɺϞσϧ͕վળ͢Δɻ
    Human-in-the-loopʢHITLʣͱ͸
    .PEFM
    -FBSOFS )VNBO
    ༧ଌਫ਼౓͕௿͍ύλʔϯΛ࠶ֶशʢೳಈֶशʣ͠ɺܧଓతʹϞσϧΛΞοϓσʔτ͢Δɻ
    )VNBOJOUIFMPPQʲ.-"*ྖҬʳʢʣ

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  10. *OQVU 0VUQVU
    5SBJOEBUB
    ͜ͷΑ͏ʹਓؒͷαϙʔτΛड͚ɺϞσϧ͕গͣͭۤ͠खΛࠀ෰͍ͯ͘͠ϧʔϓ͕ɺ)*5-ͷ࠷େͷಛ௃ɻ
    Human-in-the-loopʢHITLʣͱ͸
    .PEFM
    -FBSOFS )VNBO
    ͜ͷܧଓతʹϞσϧΛΞοϓσʔτͰ͖Δ࿮૊Έ͕ɺ)*5-ͷ࠷େͷಛ௃ɻ
    )VNBOJOUIFMPPQʲ.-"*ྖҬʳʢʣ
    ͜ͷϧʔϓ͕؊ʂ

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  11. *OQVU 0VUQVU
    5SBJOEBUB $SFBUPS
    ͜ͷ)*5-ͷ࿮૊Έʹɺz$SFBUPSzͱzੜ੒ϞσϧzΛ഑ஔ͢ΔͱɺՌͨͯ͠Ͳ͏ͳΔ͔
    $SFBUPSJOUIFMPPQʢʣ
    Creator-in-the-loopʢCITLʣͱ͸
    -FBSOFS
    ͦΜͳ)*5-ͷ)VNBOΛ$SFBUPSͱ͠ɺੜ੒ϞσϧΛѻ͏ͱ͖ɺ͜ͷߏ଄͸ม࣭͢Δɻ
    .PEFM


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  12. *OQVU 0VUQVU
    5SBJOEBUB $SFBUPS
    ΫϦΤΠλʔ͸ੜ੒݁ՌΛࣗ਎ͷ࡞඼ͱͯ͠Ճ޻͢ΔͨΊɺੜ੒݁ՌΛͦͷ··࢖͏͜ͱ͸ͳ͍ɻ
    .PEFM
    ʷ
    -FBSOFS
    Creator-in-the-loopʢCITLʣͱ͸
    $SFBUPSJOUIFMPPQʢʣ
    ·ͣɺΫϦΤΠλʔ͸جຊతʹੜ੒݁ՌΛͦͷ··࢖͏͜ͱ͸ແ͍ɻඞͣՃ޻͢Δɻ


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  13. *OQVU 0VUQVU
    5SBJOEBUB $SFBUPS
    ·ͨɺੜ੒݁ՌΛՃ޻ͨ͠ஶ࡞෺͸ΫϦΤΠλʔʹൃੜ͠ɺ௥Ճֶशʹ࢖͏͔͸ΫϦΤΠλʔʹҕͶΒΕΔɻ
    $SFBUPSJOUIFMPPQʢʣ
    ʷ
    -FBSOFS
    *IBWFஶ࡞ݖʂ
    ʁ
    Creator-in-the-loopʢCITLʣͱ͸
    .PEFM


    ͦͯ͠௥Ճֶश͢Δ͔൱͔͸ɺஶ࡞ݖΛ࣋ͭΫϦΤΠλʔͷ൑அʹҕͶΒΕΔɻ
    l.JEKPVSOFZɺ4UBCMF%J
    ff
    VTJPOɺNJNJDͳͲͷը૾ࣗಈੜ੒"*ͱஶ࡞ݖ֟পଠҰc4503*"๏཯ࣄ຿ॴʢʣlΑΓ

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  14. *OQVU 0VUQVU
    5SBJOEBUB $SFBUPS
    ૑࡞෺Λ௥Ճֶशʹճ͢ϝϦοτ͕ΫϦΤΠλʔʹͳ͚Ε͹ɺϞσϧΛΞοϓσʔτͯ͠΋Β͑ͳ͍͔΋ɻ
    $SFBUPSJOUIFMPPQʢJGʣ
    ʷ
    -FBSOFS 0VUFS-FBSOFS
    *IBWFஶ࡞ݖʂ
    Creator-in-the-loopʢCITLʣͱ͸
    .PEFM


    ΋͔͢͠ΔͱϧʔϓΛճͣ͞ɺผͷϞσϧͷֶशʹ࢖ΘΕͯ͠·͏͔΋͠Εͳ͍ɻ
    ʷ

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  15. *OQVU 0VUQVU
    5SBJOEBUB $SFBUPS
    ૑࡞෺Λ௥Ճֶशʹճ͢ϝϦοτ͕ΫϦΤΠλʔʹͳ͚Ε͹ɺϞσϧΛΞοϓσʔτͯ͠΋Β͑ͳ͍͔΋ɻ
    $SFBUPSJOUIFMPPQʢJGʣ
    ʷ
    -FBSOFS 0VUFS-FBSOFS
    *IBWFஶ࡞ݖʂ
    Creator-in-the-loopʢCITLʣͱ͸
    .PEFM


    ΋͔͢͠ΔͱϧʔϓΛճͣ͞ɺผͷϞσϧͷֶशʹ࢖ΘΕͯ͠·͏͔΋͠Εͳ͍ɻ
    ʷ
    ΫϦΤΠλʔଆʹϝϦοτ͕ແ͚Ε͹
    $SFBUPSJOUIFMPPQ͸੒ཱ͠ͳ͍
    🥲

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  16. *OQVU 0VUQVU
    5SBJOEBUB $SFBUPS
    ૑࡞෺Λ௥Ճֶशʹճ͢ϝϦοτ͕ΫϦΤΠλʔʹͳ͚Ε͹ɺϞσϧΛΞοϓσʔτͯ͠΋Β͑ͳ͍͔΋ɻ
    $SFBUPSJOUIFMPPQʢJGʣ
    ʷ
    -FBSOFS 0VUFS-FBSOFS
    *IBWFஶ࡞ݖʂ
    Creator-in-the-loopʢCITLʣͱ͸
    .PEFM


    ΋͔͢͠ΔͱϧʔϓΛճͣ͞ɺผͷϞσϧͷֶशʹ࢖ΘΕͯ͠·͏͔΋͠Εͳ͍ɻ
    ʷ
    ϞσϧΛӡ༻͢ΔϓϥοτϑΥʔϜͷΠϯηϯςΟϒઃܭ͕࢝·Δ
    "EPCF͕ࢀೖ༧ࠂ 0QFO"*͕ۀ຿ఏܞ

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  17. *OQVU 0VUQVU
    5SBJOEBUB $SFBUPS
    ૑࡞෺Λ௥Ճֶशʹճ͢ϝϦοτ͕ΫϦΤΠλʔʹͳ͚Ε͹ɺϞσϧΛΞοϓσʔτͯ͠΋Β͑ͳ͍͔΋ɻ
    $SFBUPSJOUIFMPPQʢJGʣ
    ʷ
    -FBSOFS 0VUFS-FBSOFS
    *IBWFஶ࡞ݖʂ
    Creator-in-the-loopʢCITLʣͱ͸
    .PEFM


    ΋͔͢͠ΔͱϧʔϓΛճͣ͞ɺผͷϞσϧͷֶशʹ࢖ΘΕͯ͠·͏͔΋͠Εͳ͍ɻ
    ʷ
    اۀͷϏδωεϞσϧ࿦૪͸͜Ε͔Β
    ҰํͰΫϦΤΠλʔͨͪ͸ࠓʜʁ
    🤔

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  18. ΫϦΤΠλʔͨͪ͸ࣗ෼͕औΓೖΕ΍͍͢ܗΛࢼߦࡨޡ͠ɺ֤ࣗͰૉ੖Β͍͠࡞඼Λ࢓্͛࢝Ί͍ͯΔɻ
    ΫϦΤΠλʔͨͪ͸ݸʑਓͰࢼߦࡨޡ
    5XJUUFSΑΓͦΕͧΕҾ༻

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  19. ΫϦΤΠλʔͨͪ͸ࣗ෼͕औΓೖΕ΍͍͢ܗΛࢼߦࡨޡ͠ɺ֤ࣗͰૉ੖Β͍͠࡞඼Λ࢓্͛࢝Ί͍ͯΔɻ
    ΫϦΤΠλʔͨͪ͸ݸʑਓͰࢼߦࡨޡ
    5XJUUFSΑΓͦΕͧΕҾ༻
    🔥
    ͔͠͠ɺҰ෦Ͱ͸ϑΝϯ͔Βͷ൓ײΛड͚Δέʔε΋

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  20. Ճචೳྗ͸ඇৗʹ༏Ε͍ͯΔ΋ͷͷɺϑΝϯ͸ΠϥετͷϕʔεΛඳ͘ೳྗ΋ؚΊͯظ଴ɾධՁ͍ͯͨ͠ɻ
    ൷൑͢Δਓͷ৺ཧ
    ظ଴ͱ࣮ଶͷဃ཭ʹɺཪ੾ΓΛײͨ͡
    Ճ

    ޙ

    ͕


    ՃචલͷΠϥετࠐΈͰ
    ඳ͚ΔΠϥετϨʔλʔͩͱ
    ظ଴ͯͨ͠ʂཪ੾ΒΕͨʂʂ
    Ճ


    ɹ
    Ͱ


    "*
    ϑΝϯ৺ཧͷҰྫ
    l͋ͳͨΛԠԉͨ͘͠ͳΔͭͷཁҼͱ͸ʁਐԽ৺ཧֶͰߟ࡯Ṗ෦͑Ήc/PUFʢʣlଞΑΓ

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  21. Ճචೳྗ͸ඇৗʹ༏Ε͍ͯΔ΋ͷͷɺϑΝϯ͸ΠϥετͷϕʔεΛඳ͘ೳྗ΋ؚΊͯظ଴ɾධՁ͍ͯͨ͠ɻ
    ൷൑͢Δਓͷ৺ཧ
    ظ଴ͱ࣮ଶͷဃ཭ʹɺཪ੾ΓΛײͨ͡
    Ճ

    ޙ

    ͕


    ՃචલͷΠϥετࠐΈͰ
    ඳ͚ΔΠϥετϨʔλʔͩͱ
    ظ଴ͯͨ͠ʂཪ੾ΒΕͨʂʂ
    Ճ


    ɹ
    Ͱ


    "*
    ϑΝϯ৺ཧͷҰྫ
    l͋ͳͨΛԠԉͨ͘͠ͳΔͭͷཁҼͱ͸ʁਐԽ৺ཧֶͰߟ࡯Ṗ෦͑Ήc/PUFʢʣlଞΑΓ
    ੜ੒"*Λ͏·͘૑࡞ʹऔΓೖΕΔͨΊʹ͸
    ϑΝϯͷ৺ཧΛ஌Δඞཁ͕͋Δ
    🥲

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  22. ੜ੒"*ͱϑΝϯ৺ཧ

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  23. ώτͷຊೳͷ؍఺͔ΒϑΝϯ৺ཧΛඥղ͘ɻ೦ͷͨΊݴ͏ͱɺԾઆͳͷͰɺӏವΈ͸ݫېͱ͍͏͜ͱͰɻ
    ϑΝϯͷਂ૚৺ཧΛඥղ͘
    ϑΝϯ৺ཧΛɺώτͷཉٻ͔ΒಡΈղ͘
    l3FOPWBUJOHUIFQZSBNJEPGOFFET$POUFNQPSBSZFYUFOTJPOTCVJMUVQPOBODJFOUGPVOEBUJPOT,FOSJDL %5c1FSTQFDUJWFTPOQTZDIPMPHJDBMTDJFODFʢʣlΑΓ

    ͜ͷ࿩͸ɺਐԽ৺ཧֶΛϕʔεͱͨ͠ԾઆͰ͢

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  24. ώτʹ͸ɺҨ఻ࢠϨϕϧͰ༏ΕͨҨ఻ࢠΛޙੈʹ࢒͍ͨ͠ͱ͍͏ཉٻ͕උΘ͍ͬͯΔɻ
    ϑΝϯͷਂ૚৺ཧ -ੑઓུฤ-
    ϑΝϯ͸ࣗ෼ͷͨΊʹɺಌΕͷਓΛࢧԉ͢Δʢʣ
    ࣗ෼ͷҨ఻ࢠΛޙੈʹ࢒͍ͨ͠
    Ͱ͖Ε͹༏ΕͨҨ఻ࢠΛ࢒͍ͨ͠
    Ҩ఻ࢠͷ༏Εͨ഑ۮऀͱͷࢠΛ࢒͍ͨ͠
    l͋ͳͨΛԠԉͨ͘͠ͳΔͭͷཁҼͱ͸ʁਐԽ৺ཧֶͰߟ࡯Ṗ෦͑Ήc/PUFʢʣlଞΑΓ

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  25. ͜ͷཉٻΛ͍࣋ͬͯΔͷ͸ɺ΋ͪΖΜࣗ෼͚ͩͰ͸ͳ͍ɻͦͷͨΊɺ༏Ε͍ͯΔͱࢥΘΕΔ͜ͱ͕େࣄɻ
    ࣗ෼ͷҨ఻ࢠΛޙੈʹ࢒͍ͨ͠
    Ͱ͖Ε͹༏ΕͨҨ఻ࢠΛ࢒͍ͨ͠
    Ҩ఻ࢠͷ༏Εͨ഑ۮऀͱͷࢠΛ࢒͍ͨ͠
    ͱͷཉٻΛ૬ख΋͍࣋ͬͯΔͷͰɺ༏Ε͍ͯΔͱࢥΘΕ͍ͨ
    ϑΝϯ͸ࣗ෼ͷͨΊʹɺಌΕͷਓΛࢧԉ͢Δʢʣ
    l͋ͳͨΛԠԉͨ͘͠ͳΔͭͷཁҼͱ͸ʁਐԽ৺ཧֶͰߟ࡯Ṗ෦͑Ήc/PUFʢʣlଞΑΓ
    ϑΝϯͷਂ૚৺ཧ -ੑઓུฤ-

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  26. ༏Ε͍ͯΔͱҟੑʹೝΊΒΕΔͨΊɺώτ͸͞·͟·ͳߦಈΛͱΔɻ
    ༏Εͨࣗ෼ʹͳΔ
    ϑΝϯ͸ࣗ෼ͷͨΊʹɺಌΕͷਓΛࢧԉ͢Δʢʣ
    ༏Ε͍ͯΔͱࢥΘͤΔߦಈͷҰྫ
    ༏Εͨࣗ෼ΛΞϐʔϧ͢Δ
    ༏ΕͨਓͷڠྗΛಘΔ
    l͋ͳͨΛԠԉͨ͘͠ͳΔͭͷཁҼͱ͸ʁਐԽ৺ཧֶͰߟ࡯Ṗ෦͑Ήc/PUFʢʣlଞΑΓ
    ϑΝϯͷਂ૚৺ཧ -ੑઓུฤ-

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  27. ͦͷதͷҰͭɺʮ༏ΕͨਓͷڠྗΛಘΔ͜ͱʯ͕ϑΝϯ৺ཧͷݪ఺ͱͳ͍ͬͯΔɻ
    ༏Εͨࣗ෼ʹͳΔ
    ϑΝϯ͸ࣗ෼ͷͨΊʹɺಌΕͷਓΛࢧԉ͢Δʢʣ
    ༏Ε͍ͯΔͱࢥΘͤΔߦಈͷҰྫ
    ༏Εͨࣗ෼ΛΞϐʔϧ͢Δ
    ༏ΕͨਓͷڠྗΛಘΔ
    ͜Ε͕ϑΝϯ৺ཧͷݪ఺
    l͋ͳͨΛԠԉͨ͘͠ͳΔͭͷཁҼͱ͸ʁਐԽ৺ཧֶͰߟ࡯Ṗ෦͑Ήc/PUFʢʣlଞΑΓ
    ϑΝϯͷਂ૚৺ཧ -ੑઓུฤ-

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  28. ༏Εͨਓ͔Β͸ɺ͞·͟·ͳݟฦΓ͕ಘΒΕΔɻͦͷͨΊɺώτ͸ࣗ෼͕ཧ૝ͱ͢ΔਓͷϑΝϯʹͳΔɻ
    ϑΝϯ͸ࣗ෼ͷͨΊʹɺಌΕͷਓΛࢧԉ͢Δʢʣ
    ༏Εͨਓͱ
    ઀఺Λ࣋ͭͱʜ
    ௚઀తͳݟฦΓ͕໯͑Δ
    ࢤ޲͕ࣅͨ஥͕ؒݟ͔ͭΔ
    ϩʔϧϞσϧʹͰ͖Δ
    ʜ
    l͋ͳͨΛԠԉͨ͘͠ͳΔͭͷཁҼͱ͸ʁਐԽ৺ཧֶͰߟ࡯Ṗ෦͑Ήc/PUFʢʣlଞΑΓ
    ϑΝϯͷਂ૚৺ཧ -ੑઓུฤ-

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  29. ͔͠͠ɺ༏Ε͍ͯͨͱࢥ͏৚݅Λຬͨ͞ͳ͍͜ͱ͕Θ͔Δͱɺώτ͸ཪ੾ΒΕͨͱײͯ͡͠·͏ɻ
    ϑΝϯ͸ࣗ෼ͷͨΊʹɺಌΕͷਓΛࢧԉ͢Δʢʣ
    ༏Εͨਓͱ
    ઀఺Λ࣋ͭͱʜ
    ࢤ޲͕ࣅͨ஥͕ؒݟ͔ͭΔ
    ϩʔϧϞσϧʹͰ͖Δ
    ʜ
    º
    º
    º
    º
    ظ଴ͨ͠z༏Εͨਓzͷલఏ่͕ΕΔͱɺཪ੾ΒΕͨͱײ͡Δ
    l͋ͳͨΛԠԉͨ͘͠ͳΔͭͷཁҼͱ͸ʁਐԽ৺ཧֶͰߟ࡯Ṗ෦͑Ήc/PUFʢʣlଞΑΓ
    ϑΝϯͷਂ૚৺ཧ -ੑઓུฤ-
    ௚઀తͳݟฦΓ͕໯͑Δ

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  30. ͔͠͠ɺ༏Ε͍ͯͨͱࢥ͏৚݅Λຬͨ͞ͳ͍͜ͱ͕Θ͔Δͱɺώτ͸ཪ੾ΒΕͨͱײͯ͡͠·͏ɻ
    ϑΝϯ͸ࣗ෼ͷͨΊʹɺಌΕͷਓΛࢧԉ͢Δ
    ༏Εͨਓͱ
    ઀఺Λ࣋ͭͱʜ
    ࢤ޲͕ࣅͨ஥͕ؒݟ͔ͭΔ
    ϩʔϧϞσϧʹͰ͖Δ
    ʜ
    º
    º
    º
    º
    ظ଴ͨ͠z༏Εͨਓzͷલఏ่͕ΕΔͱɺཪ੾ΒΕͨͱײ͡Δ
    l͋ͳͨΛԠԉͨ͘͠ͳΔͭͷཁҼͱ͸ʁਐԽ৺ཧֶͰߟ࡯Ṗ෦͑Ήc/PUFʢʣlଞΑΓ
    ϑΝϯͷਂ૚৺ཧ -ੑઓུฤ-
    ௚઀తͳݟฦΓ͕໯͑Δ
    ΫϦΤΠλʔ͸ࣗ෼ͷελΠϧΛ
    ֮ࣗ͠ɺϑΝϯʹެද͠ɺ࡞඼ʹ൓ө͢΂͖
    🧐
    ʢࢤ޲΍ೳྗʣ
    ͋͘·Ͱ΋
    ԾઆͶ

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  31. ϑΝϯͷͨΊʹ΋ΫϦΤΠλʔ͸ɺੜ੒"*ͷग़ྗΛࣗ෼ͷελΠϧʹృΓସ͑ΔɻϦσβΠϯ͕ඞཁɻ
    ੜ੒AIͰɺϑΝϯ͕تͿ࡞඼Λ੍࡞͢ΔͨΊʹ
    3PVHITLFUDI
    1SPNQU 0VUQVU
    .PEFM
    0QUJPOT
    0QUJPOT
    0VUQVU
    0VUQVU
    0VUQVU
    ʜ
    Ϧ
    σ
    β
    Π
    ϯ
    0SJHJOBM
    "SU
    ੜ੒"*Λ༻੍͍ͨ࡞ϑϩʔ
    ͕


    View full-size slide

  32. Ϧ
    σ
    β
    Π
    ϯ
    ͕


    Ճ͑ͯɺࣗ෼ͷελΠϧʹ߹͏ग़ྗ݁ՌΛݟ͚ͭग़͢ͷ΋େมɻΫϦΤΠλʔͷ؟Ͱͷ൑அ͕ඞਢɻ
    ੜ੒AIͰɺϑΝϯ͕تͿ࡞඼Λ੍࡞͢ΔͨΊʹ
    3PVHITLFUDI
    1SPNQU 0VUQVU
    .PEFM
    0QUJPOT
    0QUJPOT
    0VUQVU
    0VUQVU
    0VUQVU
    ʜ
    0SJHJOBM
    "SU
    ͜ͷΨνϟ͕େม
    ࣗ෼ͷελΠϧʹ߹͏
    ग़ྗ݁ՌΛબͼग़͢
    ੜ੒"*Λ༻੍͍ͨ࡞ϑϩʔ

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  33. Ϧ
    σ
    β
    Π
    ϯ
    ͕


    Ճ͑ͯɺࣗ෼ͷελΠϧʹ߹͏ग़ྗ݁ՌΛݟ͚ͭग़͢ͷ΋େมɻΫϦΤΠλʔͷ؟Ͱͷ൑அ͕ඞਢɻ
    ࣗಈੜ੒AIͰɺϑΝϯ͕تͿ࡞඼Λ੍࡞͢Δ
    3PVHITLFUDI
    1SPNQU 0VUQVU
    .PEFM
    0QUJPOT
    0QUJPOT
    0VUQVU
    0VUQVU
    0VUQVU
    ʜ
    0SJHJOBM
    "SU
    ͜ͷΨνϟ͕େม
    ࣗ෼ͷελΠϧʹ߹͏
    ग़ྗ݁ՌΛબͼग़͢
    ੜ੒"*Λ༻੍͍ͨ࡞ϑϩʔ
    ੜ੒ΨνϟͰޮ཰తʹ
    ελΠϧʹ߹͏ग़ྗΛҾ͖౰ͯΔʹ͸ʜ
    🤔

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  34. ੜ੒Ψνϟͷޮ཰Խ

    View full-size slide

  35. 1SPNQUʢढจʣͷ๏ଇΛ஌Δ͜ͱ͸ɺظ଴͢Δग़ྗΛಘΔͨΊͷୈҰาɻJJͱ૊Έ߹ΘͤΔͷ΋ྑ͖ɻ
    3PVHITLFUDI
    1SPNQU 0VUQVU
    .PEFM
    0QUJPOT
    0QUJPOT
    0VUQVU
    0VUQVU
    0VUQVU
    ʜ
    1SPNQUͷ๏ଇΛ୳Δ
    ݩૉ๏యͳͲ
    ɾ͙͢ʹ࣮ફͰ͖Δ
    ɾઐ໳ੑ͕ෆཁ
    ɾ஌ࣝͷମܥԽ͕ࠔ೉
    ɾϞσϧ΍ख๏ͷมԽʹऑ͍
    ढจʗຐಋॻ
    ͷ։ൃ
    Ϟσϧ࠶ߏங
    ΍௥Ճֶश
    ੜ੒݁Ռͷ
    ධՁʗ൑ผ
    ϝϦοτɿ
    σϝϦοτɿ
    ੜ੒ΨνϟͰظ଴ͷ݁ՌΛಘΔ̏ͭͷํ਑ᶃɿprompt୳ࡧ

    View full-size slide

  36. ࣗ෼ͷֆฑ΍ը෩ΛϞσϧʹֶशͤ͞Δͷ΋༗ޮɻଞͷΫϦΤΠλʔͱͷࠩผԽ΋Ͱ͖ͯɺݱঢ়࠷΋࣮༻తɻ
    ֶशσʔλΛ௥Ճ͢Δ
    %SFBN#PPUIͳͲ
    ɾελΠϧΛҰ؏Ͱ͖Δ
    ɾଞऀͱࠩผԽͰ͖Δ
    ɾ௥Ճσʔλ͕ඞཁ
    ɾϞσϧ΍ख๏ͷมߋ͕େม
    3PVHITLFUDI
    1SPNQU 0VUQVU
    .PEFM
    0QUJPOT
    0QUJPOT
    0VUQVU
    0VUQVU
    0VUQVU
    ʜ
    ढจʗຐಋॻ
    ͷ։ൃ
    Ϟσϧ࠶ߏங
    ΍௥Ճֶश
    ੜ੒݁Ռͷ
    ධՁʗ൑ผ
    ϝϦοτɿ
    σϝϦοτɿ
    ੜ੒ΨνϟͰظ଴ͷ݁ՌΛಘΔ̏ͭͷํ਑ᶄɿಠࣗϞσϧߏங

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  37. ੜ੒݁ՌͷϑΟϧλϦϯάͰɺࣄલʹܾΊͨ৚݅ʹग़ྗΛߜΔ

    ͷ΋༗ޮɻ໌֬ʹ৚͕ܾ݅·͍ͬͯΔࡍʹɻ
    ࢦఆͨ͠ελΠϧ͕
    ग़Δ·ͰࣗಈϦηϚϥ
    ϝϦοτɿ
    ɾϞσϧ΍ख๏ͷมߋʹڧ͍
    ɾ໌ࣔతʹ৚݅ΛݻఆͰ͖Δ
    σϝϦοτɿ
    ɾ࣮૷͕ͪΐ͍େม
    ɾ੍࡞෺ͷઐ໳஌͕ࣝඞཁ
    3PVHITLFUDI
    1SPNQU 0VUQVU
    .PEFM
    0QUJPOT
    0QUJPOT
    0VUQVU
    0VUQVU
    0VUQVU
    ʜ
    ढจʗຐಋॻ
    ͷ։ൃ
    Ϟσϧ࠶ߏங
    ΍௥Ճֶश
    ੜ੒݁Ռͷ
    ධՁʗ൑ผ
    ੜ੒ΨνϟͰظ଴ͷ݁ՌΛಘΔ̏ͭͷํ਑ᶅɿߜΓࠐΈػೳ

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  38. ੜ੒ΨνϟͰظ଴ͷ݁ՌΛಘΔ̏ͭͷํ਑ᶅɿߜΓࠐΈػೳ
    ͜ͷzϑΟϧλϦϯάz΍zࣗಈϦηϚϥz͸ɺੈʹࣄྫ͕͋·Γແ͍ͷͰɺ͍͔ͭ͘ྫΛ঺հ͢Δɻ
    ࢦఆͨ͠ελΠϧ͕
    ग़Δ·ͰࣗಈϦηϚϥ
    ϝϦοτɿ
    ɾϞσϧ΍ख๏ͷมߋʹڧ͍
    ɾ໌ࣔతʹ৚݅ΛݻఆͰ͖Δ
    σϝϦοτɿ
    ɾ࣮૷͕ͪΐ͍େม
    ɾ੍࡞෺ͷઐ໳஌͕ࣝඞཁ
    3PVHITLFUDI
    1SPNQU 0VUQVU
    .PEFM
    0QUJPOT
    0QUJPOT
    0VUQVU
    0VUQVU
    0VUQVU
    ʜ
    ढจʗຐಋॻ
    ͷ։ൃ
    Ϟσϧ࠶ߏங
    ΍௥Ճֶश
    ੜ੒݁Ռͷ
    ධՁʗ൑ผ
    ࣄྫΛશવݟͳ͍ͷͰɺ
    ͍͔ͭ͘ྫΛ঺հ͠·͢

    View full-size slide

  39. ྫ͑͹ɺେྔͷग़ྗ݁Ռ͔Βɺࢦఆͨ͠ϙʔζ͕ݕग़͞Εͨ΋ͷ͚ͩநग़͢Δɻ࢟੎ਪఆϞσϧͰ൑ผՄɻ
    ϙʔζ΍಄਎Λ৚݅ʹϑΟϧλϦϯάʗࣗಈϦηϚϥ
    ੜ੒݁ՌͷϑΟϧλϦϯάʗࣗಈϦηϚϥʢ1/3ʣ
    0VUQVU
    .PEFM
    0VUQVU
    0VUQVU
    0VUQVU
    ʜ
    FY%࢟੎ਪఆͰɺૂͬͨϙʔζΛࣗಈ൑ผ

    View full-size slide

  40. ഑৭Λ৚݅ʹߜͬͯ΋ྑ͍ɻ৚݅ʹ߹͏ग़ྗ͕ಘΒΕͳ͔ͬͨΒɺϦηϚϥʢ࠶ͼੜ੒Λ࣮ߦʣ͢Δɻ
    ഑৭Λ৚݅ʹϑΟϧλϦϯάʗࣗಈϦηϚϥ
    0VUQVU
    .PEFM
    0VUQVU
    0VUQVU
    0VUQVU
    ʜ
    FY഑৭ͷׂ߹΍૊Έ߹ΘͤͰࣗಈ൑ผ
    ੜ੒݁ՌͷϑΟϧλϦϯάʗࣗಈϦηϚϥʢ2/3ʣ

    View full-size slide

  41. ࣗ෼͕޷͖ͳମͷ෦Ґ͕ڧௐ͞Ε͍ͯΔ͔ɺΩʔϙΠϯτͱݦஶੑϚοϓͰݕग़ͯ͠΋ྑ͍ɻ
    ϑΣνΛ৚݅ʹϑΟϧλϦϯάʗࣗಈϦηϚϥ
    0VUQVU
    .PEFM
    0VUQVU
    0VUQVU
    0VUQVU
    ʜ
    FYΩʔϙΠϯτʴݦஶੑϚοϓͰࣗಈ൑ผ
    ੜ੒݁ՌͷϑΟϧλϦϯάʗࣗಈϦηϚϥʢ3/3ʣ

    View full-size slide

  42. ͜ΕΒͷ৚݅Λݕग़͢Δ1ZUIPOεΫϦϓτ͸લʹ࡞ͬͨͷͰɺؾʹͳΔਓ͸Ͳ͏ͧɻ
    αϯϓϧίʔυ͋Γ·͢ʢ(PPHMF$PMBCʹͯʣ
    ϙʔζ΍಄਎Λ৚݅ʹࣗಈϦηϚϥ
    4DSJQU63-IUUQTDPMBCSFTFBSDIHPPHMFDPNESJWFWK+3MB&6W*CQE36I,FYIR#@*%LH4
    ഑৭Λ৚݅ʹࣗಈϦηϚϥ
    4DSJQU63-IUUQTDPMBCSFTFBSDIHPPHMFDPNESJWF92H++YYC.N4SD&U[LZ"6X/@+9Y0U
    ϑΣνΛ৚݅ʹࣗಈϦηϚϥ
    4DSJQU63-IUUQTDPMBCSFTFBSDIHPPHMFDPNESJWFSSL@$971FLS-.1Q(L66U@P)VG11[
    ੜ੒݁ՌͷϑΟϧλϦϯάʗࣗಈϦηϚϥʢ͓·͚ʣ

    View full-size slide

  43. FY
    ΫϦΤΠλʔʹ߹Θͤͨ
    ढจͷਪનػೳ
    Ҏ্ɺ̏ͭʹ੔ཧͨ͠ํ਑ΛϞσϧӡ༻ଆ͕ࢧԉ͢Ε͹ɺ࡞඼Λֶश͢ΔϞνϕ͕Ͱ͖ͯɺ$*5-͕ճΔ͔΋ɻ
    ͜ΕΒΛϞσϧӡ༻ଆ͕༻ҙ͢Ε͹ CITL ͸ཱ֬Ͱ͖Δ͔΋…ʁ
    3PVHITLFUDI
    1SPNQU 0VUQVU
    .PEFM
    0QUJPOT
    0QUJPOT
    0VUQVU
    0VUQVU
    0VUQVU
    ʜ
    ढจʗຐಋॻ
    ͷ։ൃ
    Ϟσϧ࠶ߏங
    ΍௥Ճֶश
    ੜ੒݁Ռͷ
    ධՁʗ൑ผ
    FY
    ΫϦΤΠλʔઐ༻ͷϞσϧߏஙิॿ
    FY
    ΫϦΤΠλʔʹ߹Θͤͨ
    ࣗಈϦηϚϥͷਪનػೳ

    View full-size slide

  44. $*5-͕࣮ݱͰ͖Δ͔͸ΫϦΤΠλʔ࣍ୈɻΫϦΤΠλʔͷχʔζʹدΓఴͬͨεΩʔϜ͕ٻΊΒΕΔɻ
    ·ͱΊ
    ΫϦΤΠλʔ͕ओಋݖΛѲ͍ͬͯΔͨΊϧʔϓ͢Δ͔͸ෆ࣮֬ɻϏδωεϞσϧ࣍ୈɻ
    $SFBUPSJOUIFMPPQͷ࣮ݱՄೳੑ
    ΫϦΤΠλʔ͸ࣗಈੜ੒"*Λಋೖͯ͠΋ͳ͓ɺࣗ෼ͷελΠϧΛ࡞඼ʹ൓ө͢΂͖ɻ
    ੜ੒"*ͱϑΝϯ৺ཧ
    1SPNQU୳ࡧ΍Ϟσϧ࠶ߏஙɺࣗಈϦηϚϥͰޮ཰తʹظ଴ͷग़ྗ͕ಘΒΕΔ͔΋ɻ
    ੜ੒Ψνϟͷޮ཰Խ

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  45. ௕͘ͳΓ·͕ͨ͠ɺ͜ͷϓϨθϯͰ఻͔͑ͨͬͨͷ͸͜ͷ̎఺Ͱͨ͠ɻ
    TL;DR - ݁ہͳʹΛݴ͍͔͔ͨͬͨ
    ɾ։ൃऀʗϓϥοτϑΥʔϜ͸ܧଓతʹར༻ͯ͠΋Β͏ͨΊ
    ɹΫϦΤΠλʔࢧԉͷػೳʢΨνϟޮ཰ԽͳͲʣΛڧԽ͢΂͖
    ɾΫϦΤΠλʔ͸ԼखʹָΛ͠Α͏ͱͤͣ
    ɹࣗ෼ͷελΠϧΛຏ͖ɺϑΝϯ͕تͿৼΔ෣͍Λ৺ֻ͚Α͏

    View full-size slide

  46. Ҏ্ɺ͝੩ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠ɻ
    SFGFSFODF

    Thank you!
    • ͋ͳͨΛԠԉͨ͘͠ͳΔ5ͭͷཁҼͱ͸ʁ ਐԽ৺ཧֶͰߟ࡯ - Ṗ෦͑Ή | Noteʢ2018ʣ

    https://note.com/nasobem/n/n628306e0e6e5
    • ϓϩ໺ٿϑΝϯʹؔ͢Δݚڀ(V) : ϑΝϯ৺ཧɺԠԉߦಈɺ͓Αͼूஂॴଐҙࣝͷߏ଄

    - ޿୔ढ़फΒ | ؔ੢ࠃࡍେֶ஍Ҭݚڀॴ૓ॻʢ2006ʣ
    • ফඅࢿຊओٛ!: ݟͤͼΒ͔͠ͷਐԽ৺ཧֶ - δΣϑϦʔ ϛϥʔ | Ⴛ૲ॻ๪ʢ2017ʣ
    • ਐԽ৺ཧֶ͔Βߟ͑ΔϗϞαϐΤϯε Ұສ೥มԽ͠ͳ͍Ձ஋؍ - ΞϥϯɾSɾϛϥʔ | ύϯϩʔϦϯάʢ2019ʣ
    • Renovating the pyramid of needs: Contemporary extensions built upon ancient foundations. - Kenrick, D. T. |
    Perspectives on psychological scienceʢ2010ʣ

    View full-size slide

  47. • ʮϫϯμϧνΞʯʢ@Wander00317ʣ͞ΜͷπΠʔτ | Twitter

    https://twitter.com/Wander00317/status/1579796209593888768
    • ʮͻΒ͡ʯʢ@hirazisoraʣ͞ΜͷπΠʔτ | Twitter

    https://twitter.com/hirazisora/status/1582568479366197249
    Ҏ্ɺ͝੩ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠ɻ
    SFGFSFODF

    Thank you!
    • ʮ৺ॹ φπʯʢ@kokoroonatsuʣ͞ΜͷπΠʔτ | Twitter

    https://twitter.com/kokoroonatsu/status/1582228724304744448
    • ʮ·ͬ͘͢ʯʢ@minux302ʣ͞ΜͷπΠʔτ | Twitter

    https://twitter.com/minux302/status/1581909578567950336

    https://twitter.com/minux302/status/1581235884363780096

    View full-size slide

  48. Ҏ্ɺ͝੩ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠ɻ
    SFGFSFODF

    Thank you!
    • MidjourneyɺStable DiffusionɺmimicͳͲͷը૾ࣗಈੜ੒AIͱஶ࡞ݖ - ֟পଠҰ | STORIA๏཯ࣄ຿ॴʢ2022/08/31ʣ

    https://storialaw.jp/blog/8820

    View full-size slide