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AIカーと生成系AI
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akira-sasaki
April 27, 2023
Programming
1
1.7k
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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Transcript
'B#P *OD "*Χʔͱੜܥ"*
ΞδΣϯμ w "*Χʔ +FU3BDFS w 1SPNQU3PCPUJDT w "*Χʔͱ$IBU(15ͷ࿈ܞɹ w
1SPNQU-BOE
"*Χʔ %POLFZ$BS +FU3BDFS
+FU3BDFS Χϝϥ +FUTPO/BOP
+FU3BDFS +FU3BDFS $BNFSB %// )[ ϋϯυϧͷ֯ͱ 18.ͷ৴߸ ճؼͷϞσϧ 3FT/FUΛసҠֶश
+FU3BDFS $BNFSB %// )[ ϋϯυϧͷ֯ͱ 18.ͷ৴߸ Χϝϥը૾ ೖྗ ग़ྗ +FU3BDFSͷߦͷ͖
9 : 18.ͷ৴߸ +FU3BDFS
%BUBTFU +FU3BDFSͷ͔Θ͍͖ͤͨΛσʔλͱͯ͠ొ 3FT/FUΛϕʔεʹసҠֶश
None
None
+FU3BDFSͷϩδοΫΛΓ͍ͨํ IUUQTDPVSTFTOWJEJBDPNDPVSTFTDPVSTFW%-* $39 7+" +FUTPO/BOPͰ"*Λ࢝ΊΔ
ΞδΣϯμ w "*Χʔ +FU3BDFS w 1SPNQU3PCPUJDT w "*Χʔͱ$IBU(15ͷ࿈ܞɹ w
1SPNQU-BOE
1SPNQU3PCPUJDT IUUQTHJUIVCDPNNJDSPTPGU1SPNQU$SBGU3PCPUJDT υϩʔϯʹ໋ྩ͢ΔͨΊʹ͑ΔؔΛհ͠·͢ɻ BXUBLFP ff υϩʔϯΛͤ͞Δɻ BXMBOE υϩʔϯΛணͤ͞Δɻ BXHFU@ESPOF@QPTJUJPO υϩʔϯͷݱࡏҐஔΛɺ9:;࠲ඪʹରԠ͢ΔͭͷුಈখͷϦετͱͯ͠ฦ͠·͢ɻ
BX fl Z@UP <Y Z [> 9 : ;࠲ඪʹରԠ͢ΔͭͷҾͷϦετͱͯ͠ࢦఆ͞ΕͨҐஔ·ͰυϩʔϯΛඈ͢ɻ BX fl Z@QBUI QPJOUT ͷϦετͰࢦఆ͞Εͨܦ࿏ʹԊͬͯυϩʔϯΛඈߦͤ͞Δɻ֤ϙΠϯτɺΓ9ɺ:ɺ;࠲ඪʹରԠ͢ΔͭͷුಈখͷϦετͰ͋Δɻ BXTFU@ZBX ZBX υϩʔϯͷϤʔΛࢦఆ͞Εͨʢʣʹઃఆ͠·͢ɻ BXHFU@ZBX υϩʔϯͷݱࡏͷϤʔΛ୯ҐͰฦ͠·͢ɻ BXHFU@QPTJUJPO PCKFDU@OBNF ɿڵຯͷ͋ΔΦϒδΣΫτͷ໊લΛࣔ͢จࣈྻΛೖྗͱͯ͠ड͚औΓɺͦͷ9 : ;࠲ඪΛࣔͭ͢ͷුಈখͷϦετΛฦ͠·͢ɻ ͍͔ͭ͘ศརͳ͜ͱ͕͋Γ·͢ɿ NPWF5P1PTJUJPO"TZOD NPWF5P;"TZOD ͷΘΓʹɺࢲ͕ఆٛͨؔ͠ fl Z@UP Λ༻͢Δඞཁ͕͋Γ·͢ɻ ͠Կ͔ෆ໌ͳ͕͋Εɺʮ2VFTUJPOʯͱ໌ه͢Εɺࢲʹ໌֬ͳ࣭Λ͢Δ͜ͱ͕Ͱ͖·͢ɻ ͜͜ͰɺͲͷΑ͏ʹઆ໌ͷͨΊͷ࣭Λ͢Δ͜ͱ͕Ͱ͖Δ͔Λࣔ͢γφϦΦͷྫΛࣔ͠·͢ɻ͋Δγʔϯʹͭͷٿମ͕͋Δͱ͠·͢ɻ ࢲɿٿମʹ͔ͬͯඈΜͰ͍ͩ͘͞ɻ ͋ͳͨͰ͢ɿ࣭ٿମ͕ͭ͋Γ·͢ɻͲͪΒʹඈΜͰ͍͚͍͍ͷͰ͔͢ʁ ࢲɿٿମɺ͓ئ͍͠·͢ɻ ͜ͷγʔϯʹ࣍ͷΑ͏ͳΦϒδΣΫτ͕͋Γɺ͋ͳͨ͜ΕΒͷਖ਼֬ͳ໊લΛ༻ͯͦ͠ΕΒΛࢀর͢Δ͜ͱʹͳΓ·͢ɿ λʔϏϯɺλʔϏϯɺιʔϥʔύωϧɺंɺ܈ऺɺλϫʔɺλϫʔɺλϫʔɻ υϩʔϯҎ֎ͷΦϒδΣΫτɺ͍ͣΕҠಈ͢Δ͜ͱͰ͖·ͤΜɻλʔϏϯͭɺλϫʔͭ͋Δ͜ͱΛ͓͍͍֮͑ͯͯͩ͘͞ɻಉ͡छྨͷΦϒδΣΫτ͕ෳ͋Δ߹ɺ ͱɺࢲ͕ͲͷΦϒδΣΫτΛࢦ͍ͯ͠Δͷ͔໌ࣔ͠ͳ͍߹ɺৗʹࢲʹઆ໌ΛٻΊΔ͖Ͱ͢ɻܾͯ͠ࢥ͍ࠐΈېͰ͢ɻ ࣠ͷ׳ྫͱͯ͠ɺલํਖ਼ͷ9࣠Λҙຯ͠·͢ɻӈ:࣠ͷਖ਼Λҙຯ͠·͢ɻ্ͱɺਖ਼ͷ;࣠Λҙຯ͠·͢ɻ 4ZTUFN3PMMఆٛ $IBU(15ͱ࣮ମͷؒͰͲͪΒ͔Β ղऍՄೳͳԾతͳϝιουΛఆٛ
1SPNQU3PCPUJDT IUUQTHJUIVCDPNNJDSPTPGU1SPNQU$SBGU3PCPUJDT υϩʔϯʹ໋ྩ͢ΔͨΊʹ͑ΔؔΛհ͠·͢ɻ BXUBLFP ff υϩʔϯΛͤ͞Δɻ BXMBOE υϩʔϯΛணͤ͞Δɻ BXHFU@ESPOF@QPTJUJPO υϩʔϯͷݱࡏҐஔΛɺ9:;࠲ඪʹରԠ͢ΔͭͷුಈখͷϦετͱͯ͠ฦ͠·͢ɻ
BX fl Z@UP <Y Z [> 9 : ;࠲ඪʹରԠ͢ΔͭͷҾͷϦετͱͯ͠ࢦఆ͞ΕͨҐஔ·ͰυϩʔϯΛඈ͢ɻ BX fl Z@QBUI QPJOUT ͷϦετͰࢦఆ͞Εͨܦ࿏ʹԊͬͯυϩʔϯΛඈߦͤ͞Δɻ֤ϙΠϯτɺΓ9ɺ:ɺ;࠲ඪʹରԠ͢ΔͭͷුಈখͷϦετͰ͋Δɻ BXTFU@ZBX ZBX υϩʔϯͷϤʔΛࢦఆ͞Εͨʢʣʹઃఆ͠·͢ɻ BXHFU@ZBX υϩʔϯͷݱࡏͷϤʔΛ୯ҐͰฦ͠·͢ɻ BXHFU@QPTJUJPO PCKFDU@OBNF ɿڵຯͷ͋ΔΦϒδΣΫτͷ໊લΛࣔ͢จࣈྻΛೖྗͱͯ͠ड͚औΓɺͦͷ9 : ;࠲ඪΛࣔͭ͢ͷුಈখͷϦετΛฦ͠·͢ɻ ͍͔ͭ͘ศརͳ͜ͱ͕͋Γ·͢ɿ NPWF5P1PTJUJPO"TZOD NPWF5P;"TZOD ͷΘΓʹɺࢲ͕ఆٛͨؔ͠ fl Z@UP Λ༻͢Δඞཁ͕͋Γ·͢ɻ ͠Կ͔ෆ໌ͳ͕͋Εɺʮ2VFTUJPOʯͱ໌ه͢Εɺࢲʹ໌֬ͳ࣭Λ͢Δ͜ͱ͕Ͱ͖·͢ɻ ͜͜ͰɺͲͷΑ͏ʹઆ໌ͷͨΊͷ࣭Λ͢Δ͜ͱ͕Ͱ͖Δ͔Λࣔ͢γφϦΦͷྫΛࣔ͠·͢ɻ͋Δγʔϯʹͭͷٿମ͕͋Δͱ͠·͢ɻ ࢲɿٿମʹ͔ͬͯඈΜͰ͍ͩ͘͞ɻ ͋ͳͨͰ͢ɿ࣭ٿମ͕ͭ͋Γ·͢ɻͲͪΒʹඈΜͰ͍͚͍͍ͷͰ͔͢ʁ ࢲɿٿମɺ͓ئ͍͠·͢ɻ ͜ͷγʔϯʹ࣍ͷΑ͏ͳΦϒδΣΫτ͕͋Γɺ͋ͳͨ͜ΕΒͷਖ਼֬ͳ໊લΛ༻ͯͦ͠ΕΒΛࢀর͢Δ͜ͱʹͳΓ·͢ɿ λʔϏϯɺλʔϏϯɺιʔϥʔύωϧɺंɺ܈ऺɺλϫʔɺλϫʔɺλϫʔɻ υϩʔϯҎ֎ͷΦϒδΣΫτɺ͍ͣΕҠಈ͢Δ͜ͱͰ͖·ͤΜɻλʔϏϯͭɺλϫʔͭ͋Δ͜ͱΛ͓͍͍֮͑ͯͯͩ͘͞ɻಉ͡छྨͷΦϒδΣΫτ͕ෳ͋Δ߹ɺ ͱɺࢲ͕ͲͷΦϒδΣΫτΛࢦ͍ͯ͠Δͷ͔໌ࣔ͠ͳ͍߹ɺৗʹࢲʹઆ໌ΛٻΊΔ͖Ͱ͢ɻܾͯ͠ࢥ͍ࠐΈېͰ͢ɻ ࣠ͷ׳ྫͱͯ͠ɺલํਖ਼ͷ9࣠Λҙຯ͠·͢ɻӈ:࣠ͷਖ਼Λҙຯ͠·͢ɻ্ͱɺਖ਼ͷ;࣠Λҙຯ͠·͢ɻ 4ZTUFN3PMMఆٛ ศརͳػೳ VTFS BTTJTUBOUͷΓऔΓྫΛهࡌ
1SPNQU3PCPUJDT IUUQTHJUIVCDPNNJDSPTPGU1SPNQU$SBGU3PCPUJDT υϩʔϯʹ໋ྩ͢ΔͨΊʹ͑ΔؔΛհ͠·͢ɻ BXUBLFP ff υϩʔϯΛͤ͞Δɻ BXMBOE υϩʔϯΛணͤ͞Δɻ BXHFU@ESPOF@QPTJUJPO υϩʔϯͷݱࡏҐஔΛɺ9:;࠲ඪʹରԠ͢ΔͭͷුಈখͷϦετͱͯ͠ฦ͠·͢ɻ
BX fl Z@UP <Y Z [> 9 : ;࠲ඪʹରԠ͢ΔͭͷҾͷϦετͱͯ͠ࢦఆ͞ΕͨҐஔ·ͰυϩʔϯΛඈ͢ɻ BX fl Z@QBUI QPJOUT ͷϦετͰࢦఆ͞Εͨܦ࿏ʹԊͬͯυϩʔϯΛඈߦͤ͞Δɻ֤ϙΠϯτɺΓ9ɺ:ɺ;࠲ඪʹରԠ͢ΔͭͷුಈখͷϦετͰ͋Δɻ BXTFU@ZBX ZBX υϩʔϯͷϤʔΛࢦఆ͞Εͨʢʣʹઃఆ͠·͢ɻ BXHFU@ZBX υϩʔϯͷݱࡏͷϤʔΛ୯ҐͰฦ͠·͢ɻ BXHFU@QPTJUJPO PCKFDU@OBNF ɿڵຯͷ͋ΔΦϒδΣΫτͷ໊લΛࣔ͢จࣈྻΛೖྗͱͯ͠ड͚औΓɺͦͷ9 : ;࠲ඪΛࣔͭ͢ͷුಈখͷϦετΛฦ͠·͢ɻ ͍͔ͭ͘ศརͳ͜ͱ͕͋Γ·͢ɿ NPWF5P1PTJUJPO"TZOD NPWF5P;"TZOD ͷΘΓʹɺࢲ͕ఆٛͨؔ͠ fl Z@UP Λ༻͢Δඞཁ͕͋Γ·͢ɻ ͠Կ͔ෆ໌ͳ͕͋Εɺʮ2VFTUJPOʯͱ໌ه͢Εɺࢲʹ໌֬ͳ࣭Λ͢Δ͜ͱ͕Ͱ͖·͢ɻ ͜͜ͰɺͲͷΑ͏ʹઆ໌ͷͨΊͷ࣭Λ͢Δ͜ͱ͕Ͱ͖Δ͔Λࣔ͢γφϦΦͷྫΛࣔ͠·͢ɻ͋Δγʔϯʹͭͷٿମ͕͋Δͱ͠·͢ɻ ࢲɿٿମʹ͔ͬͯඈΜͰ͍ͩ͘͞ɻ ͋ͳͨͰ͢ɿ࣭ٿମ͕ͭ͋Γ·͢ɻͲͪΒʹඈΜͰ͍͚͍͍ͷͰ͔͢ʁ ࢲɿٿମɺ͓ئ͍͠·͢ɻ ͜ͷγʔϯʹ࣍ͷΑ͏ͳΦϒδΣΫτ͕͋Γɺ͋ͳͨ͜ΕΒͷਖ਼֬ͳ໊લΛ༻ͯͦ͠ΕΒΛࢀর͢Δ͜ͱʹͳΓ·͢ɿ λʔϏϯɺλʔϏϯɺιʔϥʔύωϧɺंɺ܈ऺɺλϫʔɺλϫʔɺλϫʔɻ υϩʔϯҎ֎ͷΦϒδΣΫτɺ͍ͣΕҠಈ͢Δ͜ͱͰ͖·ͤΜɻλʔϏϯͭɺλϫʔͭ͋Δ͜ͱΛ͓͍͍֮͑ͯͯͩ͘͞ɻಉ͡छྨͷΦϒδΣΫτ͕ෳ͋Δ߹ɺ ͱɺࢲ͕ͲͷΦϒδΣΫτΛࢦ͍ͯ͠Δͷ͔໌ࣔ͠ͳ͍߹ɺৗʹࢲʹઆ໌ΛٻΊΔ͖Ͱ͢ɻܾͯ͠ࢥ͍ࠐΈېͰ͢ɻ ࣠ͷ׳ྫͱͯ͠ɺલํਖ਼ͷ9࣠Λҙຯ͠·͢ɻӈ:࣠ͷਖ਼Λҙຯ͠·͢ɻ্ͱɺਖ਼ͷ;࣠Λҙຯ͠·͢ɻ 4ZTUFN3PMMఆٛ ۭؒͷڥใΛهࡌ
1SPNQU3PCPUJDT ʙ,5PLFO ʙ,5PLFO TZTUFNSPMM4ZTUFN3PMMఆٛ VTFSSPMMʮυϩʕϯΛඈ͍ͯͩ͘͠͞ʯ จࣈྻ AAA
ιʔείʔυ AAA FYFD ιʔείʔυ ਖ਼نදݱ ιʔείʔυ $IBU(15 (15
None
ذ BXUBLFP ff BXMBOE BXHFU@ESPOF@QPTJUJPO BX
fl Z@UP <Y Z [> BX fl Z@QBUI QPJOUT BXTFU@ZBX ZBX BXHFU@ZBX BXHFU@QPTJUJPO PCKFDU@OBNF ཧໃ६͠ͳ͍ γʔέϯεͷ࡞ ֤छϝιουͷ ࣮ "*34JN"1*Λ༻ ͍࣮ͯମΛ࣮ $IBU(15ͱͷؒͰऔΓܾΊͨԾ తͳϝιου
ΞδΣϯμ w +FU3BDFS w 1SPNQU3PCPUJDT w "*Χʔͱ$IBU(15ͷ࿈ܞɹ w 1SPNQU-BOE
"*Χʔͱ$IBU(15
γεςϜϩʔϧఆٛ
ذ ཧໃ६͠ ͳ͍γʔέ ϯεͷ࡞ KSSVO QPXFS KSTUPQ KSMFGU
KSSJHIU KSTUSBJHU KSDIFDL@QPTJUJPO ֤छϝιο υͷ࣮ $IBU(15ͱͷؒͰऔΓܾΊͨԾతͳϝιου
ͷ੍ޚ ཧໃ६͠ ͳ͍γʔέ ϯεͷ࡞ KSSVO QPXFS KSTUPQ KSMFGU
KSSJHIU KSTUSBJHU KSDIFDL@QPTJUJPO KSSVO QPXFS KSTUPQ 18.ͷΛมߋ $IBU(15ͱͷؒͰऔΓܾΊͨԾతͳϝιου
ӈંɺࠨંɺਐ ճؼͷϞσϧ ཧໃ६͠ ͳ͍γʔέ ϯεͷ࡞ KSSVO QPXFS KSTUPQ
KSMFGU KSSJHIU KSTUSBJHU KSDIFDL@QPTJUJPO KSMFGU KSSJHIU KSTUSBJHU ճؼͷ3FT/FUͷసҠֶश Ͱ ࠨં͔͠͠ͳ͍σʔληοτ ਐ͔͠͠ͳ͍σʔληοτ ࠨં͔͠͠ͳ͍σʔληοτ ͔ΒͭͷϞσϧΛֶशͯ͠࡞ ͢Δ $IBU(15ͱͷؒͰऔΓܾΊͨԾతͳϝιου
+FU3BDFSͷߦͷ͖ 9 : ӈંɺࠨંɺਐ ճؼͷϞσϧ +FU3BDFS $BNFSB %// )[ ϋϯυϧͷ֯ͱ
18.ͷ৴߸ Χϝϥը૾ ೖྗ ग़ྗ 18.ͷ৴߸
ঢ়گஅ ަࠩɺઢ ྨͷϞσϧ ཧໃ६͠ ͳ͍γʔέ ϯεͷ࡞ KSSVO QPXFS
KSTUPQ KSMFGU KSSJHIU KSTUSBJHU KSDIFDL@QPTJUJPO KSDIFDL@QPTJUJPO ྨͷϞσϧͰɺ ަࠩ ಓ࿏ ελʔτ ͷσʔληοτΛ࡞ֶ͠श $IBU(15ͱͷؒͰऔΓܾΊͨԾతͳϝιου
ঢ়گஅ ަࠩɺઢ ྨͷϞσϧ +FU3BDFS $BNFSB %// )[ ྨ ަࠩɺઢ
ಈ࡞࿈ܞ ཧໃ६͠ ͳ͍γʔέ ϯεͷ࡞ KSSVO QPXFS KSTUPQ KSMFGU
KSSJHIU KSTUSBJHU KSDIFDL@QPTJUJPO )[ )[ KSDIFDL@QPTJUJPO Ϋϥεྨ $BNFSB ަࠩʹֻ͔ࠩͬͨ͠Β $IBU(15ʹࢦࣔ͞ΕͨϞσϧʹࠩ͠ସ͑ KSMFGU KSSJHIU KSTUSBJHU ϦΞϧλΠ ϜͷϩϘο τ੍ޚ $IBU(15ͱͷؒͰऔΓܾΊͨԾతͳϝιου
$IBU(15Ͱੜ͞ΕΔγʔέϯε ʮͷͰߦΛ։࢝͠ɺ̍ͭΊͷަࠩ Λਐ͠ɺͦͷ··ਐ͢Δʯ ʮͷͰߦΛ։࢝͠ɺ̍ͭΊͷަࠩ Λӈં͠ɺͦͷ··ਐ͢Δʯ XIJMF5SVF JGKSDIFDL@QPJTJUJPO $304430"% KSTUSBJHIU
CSFBL XIJMF5SVF JGKSDIFDL@QPJTJUJPO 30"% KSTUSBJHIU CSFBL XIJMF5SVF JGKSDIFDL@QPJTJUJPO $304430"% KSMFGU CSFBL XIJMF5SVF JGKSDIFDL@QPJTJUJPO 30"% KSTUSBJHIU CSFBL ࠓɺϫϯγϣοτͰγʔέϯεΛੜ Γ͍ͨࣄɺঢ়گมԽͷʹɺ$IBU(15ʹ͍߹ΘͤΔ $IBU(15͕ੜͨ͠γʔέϯε $IBU(15͕ੜͨ͠γʔέϯε
μχΤϧɾΧʔωϚϯ w γεςϜ w +FU3BDFS )[ w γεςϜ w
$IBU(15 )[
ΞδΣϯμ w "*Χʔ +FU3BDFS w 1SPNQU3PCPUJDT w "*Χʔͱ$IBU(15ͷ࿈ܞɹ w
1SPNQU-BOE
"*Χʔͱ$IBU(15Λ࿈ܞͯ͠ݟ͖͑ͯͨࣄ w Կ͕Ͱ͖ͯɺԿ͕Ͱ͖Δ͔Θ͔Βͳ͍ w ࣮ػΛ͔ͭͬͯ݅ઃఆΛ͓͜ͳ͏ͱڥߏங͕େม "*ΧʔͷϞσϧͱϦϯΫ͢Δ%JHJUBM5XJOۭ͕ؒඞཁ
1SPNQU-BOE
1SPNQU-BOE 359ࡌ1$ +FU3BDFS (4USFBNFS 0QFO$7Ͱऔࠐ 04$ +VQZFS-BCΛىಈ͢Δ1$ 1SPNQU-BOE 6&ΞϓϦ
1SPNQU-BOEͰΓ͍ͨࣄ Ͱ͖Δ͜ͱɺͰ͖ͳ͍͜ͱͷධՁ w ੨৴߸ɺԫ৭৴߸ɺ৴߸Ͱͷڍಈ w ਓ͕͍Δ߹ͷڍಈ w -J%"3ͷϙΠϯτΫϥυใΛ$IBU(15ʹ͛ΔͱͲ͏ͳΔ͔ w
োͷ࠲ඪΛ$IBU(15ʹ͛ΔͱͲ͏ͳΔ͔ w $IBU(157JTJPO൛ͷڍಈͲ͏ͳΔͷ͔ʁ w ͳʹ͕Ͱ͖ͯɺͳʹ͔Ͱ͖ͳ͍ͷ͔ΛධՁΛ͓͜ͳ͍͍ͨ
+FU3BDFSͱ4*.3FBM 4JNVMBUPSͰֶशͨ͠σʔληοτ 3FBMۭؒͰͷߦ ձେֶͰͷࢼݧߦɺ/551$͞Μͱ.BLFS'BJSFͰͷࢼΈͰ +FU3BDFSɺ4JNVMBUPSͷը૾Ͱ࣮ߦ͕Մೳ
࠷ۙͷࢼ࡞ 6& .FUB)VNBO $IBU(15 /7*%*"3JWB /7*%*"3JWB $IBU(15