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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 [email protected] ΫϦΤΠλʔ͕ࣗಈੜ੒"*ʹԿΛٻΊΔ͔

  2. ͸͡Ίʹ

  3. ʮͻΖ͞͡    )JSPTBKJʯͱ͍͏໊લͰ׆ಈ͢ΔਓɻͷΒΓ͘ΒΓͱ޷͖ͳ͜ͱΛ΍ͬͯੜ͖ͯ·͢ɻ ͜ͷϓϨθϯΛ͢Δਓ )JSPTBKJ8FC&OHJOFFS!/FXTQBQFSDPNQBOZ ͻΖ͞͡'SFFMBODF*MMVTUSBUPS ˏIJSPTBKJ ˏ[email protected]

    IJSPTBKJIBUFOBCMPHDPN ˏIJSPTBKJ 前職は声優でした
  4. Πϥετͷٕ๏ॻΛϕʔεʹ஌ࣝΛମܥԽͯ͠ɺ.-ٕज़΋आΓͭͭɺֆࢣࢧԉΛϓϩάϥϛϯάͯ͠·͢ɻ ͜ͷϓϨθϯΛ͢Δਓ ࢲͷʮ૑࡞Y.-ʯ׆ಈ ֆΛಡΉٕज़ΛମܥԽ͠ɺ ΠϥετϨʔλʔΛ1ZUIPOͰࢧԉ͢ΔεΩʔϜΛ୳ͬͯ·͢ɻ 

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

  6. ࠓճͷλΠτϧ͸͜Ε ϑΝϯͷͨΊͷ$SFBUPSJOUIFMPPQ )VNBOJOUIFMPPQͷ$SFBUPS൛  ͦͷεΩʔϚͱͳΓಘΔҰҊ͕$SFBUPSJOUIFMPPQɻ·ͣ͸༻ޠղઆͱͲ͏͢Ε͹࣮ݱՄೳͳͷ͔୳Δɻ

  7. $SFBUPSJOUIFMPPQͷ࣮ݱՄೳੑ

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

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

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

  11. *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
  12. *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

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

    Creator-in-the-loopʢCITLʣͱ͸ .PEFM ੜ ੒ ͦͯ͠௥Ճֶश͢Δ͔൱͔͸ɺஶ࡞ݖΛ࣋ͭΫϦΤΠλʔͷ൑அʹҕͶΒΕΔɻ l.JEKPVSOFZɺ4UBCMF%J ff VTJPOɺNJNJDͳͲͷը૾ࣗಈੜ੒"*ͱஶ࡞ݖ֟পଠҰc4503*"๏཯ࣄ຿ॴʢʣlΑΓ
  15. *OQVU 0VUQVU 5SBJOEBUB $SFBUPS ૑࡞෺Λ௥Ճֶशʹճ͢ϝϦοτ͕ΫϦΤΠλʔʹͳ͚Ε͹ɺϞσϧΛΞοϓσʔτͯ͠΋Β͑ͳ͍͔΋ɻ $SFBUPSJOUIFMPPQʢJGʣ ʷ -FBSOFS 0VUFS-FBSOFS *IBWFஶ࡞ݖʂ

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

    Creator-in-the-loopʢCITLʣͱ͸ .PEFM ੜ ੒ ΋͔͢͠ΔͱϧʔϓΛճͣ͞ɺผͷϞσϧͷֶशʹ࢖ΘΕͯ͠·͏͔΋͠Εͳ͍ɻ ʷ ΫϦΤΠλʔଆʹϝϦοτ͕ແ͚Ε͹ $SFBUPSJOUIFMPPQ͸੒ཱ͠ͳ͍ 🥲
  17. *OQVU 0VUQVU 5SBJOEBUB $SFBUPS ૑࡞෺Λ௥Ճֶशʹճ͢ϝϦοτ͕ΫϦΤΠλʔʹͳ͚Ε͹ɺϞσϧΛΞοϓσʔτͯ͠΋Β͑ͳ͍͔΋ɻ $SFBUPSJOUIFMPPQʢJGʣ ʷ -FBSOFS 0VUFS-FBSOFS *IBWFஶ࡞ݖʂ

    Creator-in-the-loopʢCITLʣͱ͸ .PEFM ੜ ੒ ΋͔͢͠ΔͱϧʔϓΛճͣ͞ɺผͷϞσϧͷֶशʹ࢖ΘΕͯ͠·͏͔΋͠Εͳ͍ɻ ʷ ϞσϧΛӡ༻͢ΔϓϥοτϑΥʔϜͷΠϯηϯςΟϒઃܭ͕࢝·Δ "EPCF͕ࢀೖ༧ࠂ 0QFO"*͕ۀ຿ఏܞ
  18. *OQVU 0VUQVU 5SBJOEBUB $SFBUPS ૑࡞෺Λ௥Ճֶशʹճ͢ϝϦοτ͕ΫϦΤΠλʔʹͳ͚Ε͹ɺϞσϧΛΞοϓσʔτͯ͠΋Β͑ͳ͍͔΋ɻ $SFBUPSJOUIFMPPQʢJGʣ ʷ -FBSOFS 0VUFS-FBSOFS *IBWFஶ࡞ݖʂ

    Creator-in-the-loopʢCITLʣͱ͸ .PEFM ੜ ੒ ΋͔͢͠ΔͱϧʔϓΛճͣ͞ɺผͷϞσϧͷֶशʹ࢖ΘΕͯ͠·͏͔΋͠Εͳ͍ɻ ʷ اۀͷϏδωεϞσϧ࿦૪͸͜Ε͔Β ҰํͰΫϦΤΠλʔͨͪ͸ࠓʜʁ 🤔
  19. ΫϦΤΠλʔͨͪ͸ࣗ෼͕औΓೖΕ΍͍͢ܗΛࢼߦࡨޡ͠ɺ֤ࣗͰૉ੖Β͍͠࡞඼Λ࢓্͛࢝Ί͍ͯΔɻ ΫϦΤΠλʔͨͪ͸ݸʑਓͰࢼߦࡨޡ 5XJUUFSΑΓͦΕͧΕҾ༻

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

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

    ՃචલͷΠϥετࠐΈͰ ඳ͚ΔΠϥετϨʔλʔͩͱ ظ଴ͯͨ͠ʂཪ੾ΒΕͨʂʂ Ճ ච લ ɹ Ͱ ੜ ੒ "* ϑΝϯ৺ཧͷҰྫ l͋ͳͨΛԠԉͨ͘͠ͳΔͭͷཁҼͱ͸ʁਐԽ৺ཧֶͰߟ࡯Ṗ෦͑Ήc/PUFʢʣlଞΑΓ
  22. Ճචೳྗ͸ඇৗʹ༏Ε͍ͯΔ΋ͷͷɺϑΝϯ͸ΠϥετͷϕʔεΛඳ͘ೳྗ΋ؚΊͯظ଴ɾධՁ͍ͯͨ͠ɻ ൷൑͢Δਓͷ৺ཧ ظ଴ͱ࣮ଶͷဃ཭ʹɺཪ੾ΓΛײͨ͡ Ճ ච ޙ ਓ ͕ ௐ ੔

    ՃචલͷΠϥετࠐΈͰ ඳ͚ΔΠϥετϨʔλʔͩͱ ظ଴ͯͨ͠ʂཪ੾ΒΕͨʂʂ Ճ ච લ ɹ Ͱ ੜ ੒ "* ϑΝϯ৺ཧͷҰྫ l͋ͳͨΛԠԉͨ͘͠ͳΔͭͷཁҼͱ͸ʁਐԽ৺ཧֶͰߟ࡯Ṗ෦͑Ήc/PUFʢʣlଞΑΓ ੜ੒"*Λ͏·͘૑࡞ʹऔΓೖΕΔͨΊʹ͸ ϑΝϯͷ৺ཧΛ஌Δඞཁ͕͋Δ 🥲
  23. ੜ੒"*ͱϑΝϯ৺ཧ

  24. ώτͷຊೳͷ؍఺͔ΒϑΝϯ৺ཧΛඥղ͘ɻ೦ͷͨΊݴ͏ͱɺԾઆͳͷͰɺӏವΈ͸ݫېͱ͍͏͜ͱͰɻ ϑΝϯͷਂ૚৺ཧΛඥղ͘ ϑΝϯ৺ཧΛɺώτͷཉٻ͔ΒಡΈղ͘ l3FOPWBUJOHUIFQZSBNJEPGOFFET$POUFNQPSBSZFYUFOTJPOTCVJMUVQPOBODJFOUGPVOEBUJPOT,FOSJDL %5c1FSTQFDUJWFTPOQTZDIPMPHJDBMTDJFODFʢʣlΑΓ ஫ ͜ͷ࿩͸ɺਐԽ৺ཧֶΛϕʔεͱͨ͠ԾઆͰ͢

  25. 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

  26. ͜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-

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

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

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

    -ੑઓུฤ-
  30. ͔͠͠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
  31. ͔͠͠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
  32. 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 ͕ ඞ ਢ
  33. Ϧ σ β Π ϯ ͕ ඞ ਢ 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
  34. Ϧ σ β Π ϯ ͕ ඞ ਢ 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 🤔
  35. ੜ੒Ψνϟͷޮ཰Խ

  36. 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
  37. ࣗ෼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
  38. 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
  39. 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·͢
  40. ྫ͑͹ɺେྔͷग़ྗ݁Ռ͔Βɺࢦఆͨ͠ϙʔζ͕ݕग़͞Εͨ΋ͷ͚ͩநग़͢Δɻ࢟੎ਪఆϞσϧͰ൑ผՄɻ ϙʔζ΍಄਎Λ৚݅ʹϑΟϧλϦϯάʗࣗಈϦηϚϥ ੜ੒݁ՌͷϑΟϧλϦϯάʗࣗಈϦηϚϥʢ1/3ʣ 0VUQVU .PEFM 0VUQVU 0VUQVU 0VUQVU ʜ FY%࢟੎ਪఆͰɺૂͬͨϙʔζΛࣗಈ൑ผ

  41. ഑৭Λ৚݅ʹߜͬͯ΋ྑ͍ɻ৚݅ʹ߹͏ग़ྗ͕ಘΒΕͳ͔ͬͨΒɺϦηϚϥʢ࠶ͼੜ੒Λ࣮ߦʣ͢Δɻ ഑৭Λ৚݅ʹϑΟϧλϦϯάʗࣗಈϦηϚϥ 0VUQVU .PEFM 0VUQVU 0VUQVU 0VUQVU ʜ FY഑৭ͷׂ߹΍૊Έ߹ΘͤͰࣗಈ൑ผ ੜ੒݁ՌͷϑΟϧλϦϯάʗࣗಈϦηϚϥʢ2/3ʣ

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

  43. ͜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-IUUQTDPMBCSFTFBSDIHPPHMFDPNESJWF[email protected]$971FLS-.1Q([email protected])VG11[ ੜ੒݁ՌͷϑΟϧλϦϯάʗࣗಈϦηϚϥʢ͓·͚ʣ

  44. 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
  45. ·ͱΊ

  46. $*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

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

  48. 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
  49. • 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
  50. Ҏ্ɺ͝੩ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠ɻ SFGFSFODF  Thank you! • MidjourneyɺStable DiffusionɺmimicͳͲͷը૾ࣗಈੜ੒AIͱஶ࡞ݖ - ֟পଠҰ

    | STORIA๏཯ࣄ຿ॴʢ2022/08/31ʣ
 https://storialaw.jp/blog/8820