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AI 部門の実戦投入/repro-tech-meetup
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j.harashima
November 06, 2018
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AI 部門の実戦投入/repro-tech-meetup
j.harashima
November 06, 2018
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Transcript
ΫοΫύουגࣜձࣾݪౡ७ 3FQSP5FDI.FFUVQ"*࣮ઓೖ "*෦ͷ࣮ઓೖ
݄ ݄ ژେֶࠇڮɾՏݪݚڀࣨଐ ΫοΫύουೖࣾɺαʔϏε։ൃ෦ଐ ത࢜ʢใֶʣऔಘ ΤϯδχΞʢ3VCZPO3BJMTػցֶशʣ ݄ Ϧαʔνϟʔʢࣗવݴޠॲཧใݕࡧʣ ݪౡ७ ݄
Ϛωʔδϟʔʢਓࣄใࡒʜʣ ݚڀ։ൃ෦ൃɺಉ෦ଐ
͓ࣄʢҰྫʣ
จ 5XP4UFQ7BMJEBUJPOJO$IBSBDUFSCBTFE*OHSFEJFOU/PSNBMJ[BUJPO $&" -FBSOJOH'PPE"QQFBSBODFCZB4VQFSWJTJPOXJUI3FDJQF5FYU $&" $PPLQBE*NBHF%BUBTFU"O*NBHF$PMMFDUJPOBT*OGSBTUSVDUVSFGPS'PPE3FTFBSDI 4*(*3
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˞ଠࣈ͕ࣗୈҰஶऀͷͷɻҎલେֶ࣌ͷͷɻ
ΫοΫύου Πϯλʔωοτ্ͰϨγϐͷߘɾݕࡧ͕Ͱ͖Δ ຊ࠷େͷྉཧϨγϐαʔϏε
࣌ར༻ऀ ݄ؒར༻ऀʢࠃʣ ݄ؒར༻ऀʢւ֎ʣ Ϩγϐ
εϚʔτΩονϯάϧʔϓ ػցֶशάϧʔϓ ݚڀ։ൃ෦ ෦͖
ػցֶशάϧʔϓ ݚڀ։ൃ෦ ࣗવݴޠॲཧ ɾ&ODPEFS%FDPEFSʹΑΔࡐྉ໊ͷਖ਼نԽ ɾϩδεςΟοΫճؼʹΑΔඇखॱͷݕग़ ɾ47.ʹΑΔ͝ҙݟͷྨ ը૾ೝࣝ ɾ*ODFQUJPOWʹΑΔྉཧࣸਅͷநग़ྨ ɾ.PCJMF/FUʹΑΔݟӫ͑͢Δྉཧࣸਅͷநग़ ɾ43("/ʹΑΔྉཧࣸਅͷղ૾
.-0QT ɾ4MBDL$IBU#PUʹΑΔ&$Πϯελϯεͷཧ ɾ%PDLFSͱDPPLJFDVUUFSʹΑΔϓϩδΣΫτͷཧ ɾ&$4ʹΑΔΞϓϦͷσϓϩΠ%8)ʹΑΔσʔλͷཧ ΦʔϓϯαΠΤϯε ɾϨγϐσʔλͷެ։ ɾୈճ"*νϟϨϯδίϯςετͷ։࠵ ɾਓೳֶձσʔλղੳίϯϖςΟγϣϯͷ։࠵
ػցֶशάϧʔϓ ݚڀ։ൃ෦ ०ͷࡊϨγϐ ϝΠϯʹ͑ΔϨγϐ͕ ͙͢ʹݟ͔ͭΔ ͓·͔ͤཧ ྉཧ͖Ζ͘ ࡱΔ͚ͩͰهʹʂ ͋ͳͨͷ͓ྉཧࣸਅΛ ࣗಈͰཧ
εϚʔτΩονϯάϧʔϓ ݚڀ։ൃ෦ 76* ɾ"NB[PO&DIP(PPHMF)PNFʹΑΔϨγϐݕࡧ ɾ"NB[PO&DIP4QPU4IPXʹΑΔϨγϐಈը࠶ੜ ɾ্هσόΠεʹΑΔϨγϐಡΈ্͛ *P5 ɾεϚʔτΩονϯαʔϏε0J$Zͷ։ൃ ɾ.BDIJOF3FBEBCMF3FDJQFͷ։ൃ ɾίϯηϓτϓϩτλΠϓ0J$Z5BTUFͷ։ൃ
εϚʔτΩονϯάϧʔϓ ݚڀ։ൃ෦ "MFYBεΩϧ ͍͍ͨࡐྉ͚ͩͰ ͙͢ʹ࡞ΕΔਓؾͷϨγϐఏҊ 0J$Z Ϩγϐͷͦͷઌ ͓͍͍͠εϚʔτΩονϯ
ɹ"*Λར༻ͨ͠αʔϏεΛ࣮ࡍʹఏڙ͠ɺӡ༻͍ͯ͘͠ʹଟ͘ͷ͜ͱΛߟ͑Δඞཁ͕͋Γ·͢ɻ ɹྫ͑ ɹɾֶशʹ༻͍ΔσʔλͷύΠϓϥΠϯͱͦͷલॲཧ ɹɾॲཧͷύϑΥʔϚϯε ɹɾϞσϧͷϑΟʔυόοΫɾਫ਼ݕূ ɹɾػೳɺαʔϏεͷΈࠐΈ ɹɾ্هΛਪਐ͢Δ৫ɾνʔϜͮ͘Γ ɹɾFUDʜ ɹࠓճͷNFFUVQͰɺͦΜͳ"*ͷ࣮ઓೖʹؔΘΔۤΛڞ༗͠ɺ࣮ફతͳ"*ར༻ʹ ɹ͍ͭͯͷݟΛਂΊ͍͖ͯ·͠ΐ͏ʂ
3FQSP5FDI.FFUVQ"*࣮ઓೖ
ݸਓ༑ਓͷܦݧ্ɺ "*෦ͷ࣮ઓೖʹগͳ͘ͱࡾͭͷεςʔδ͕͋Γɺεςʔδ͝ ͱʹҧ͏͕ۤ͋Δ ࠓ͓͍ͨ͜͠ͱ ࣌ؒʢFH Yʣ ෦ͷن ʢFH /ਓʣ લͷࣗʹڭ͍͑ͯ͋͛ͨ͜ͱ
εςʔδ ࣾઐՈͷۤ "*ؔ࿈ۀʹઐ೦Ͱ͖ͳ͍ʢϝΠϯͷۀ͕ଞʹ͋Δʣ"*ʹ͍ͭͯ૬ஊͰ͖Δਓ͕গͳ্͍͕࢘ࣗ ͷ"*ؔ࿈ۀΛదʹධՁͰ͖ͳ͍ʜ पғͷۤ ੈ͕ؒ"*ϒʔϜͳͷͰയવͱෆ҆ͦͦ"*ͬͯԿʁϝϦοτʁσϝϦοτʁαʔϏεͰ ͬͯΈ͍͚ͨͲࣾઐՈͷϦιʔεʢਓ࣌ؒʣ͕Γͳ͍ʜ "*෦ଘࡏ͠ͳ͍͕ɺ"*ʹ໌Δ͍ਓɺͦΕΒΛֶͼ͡ΊͨਓʢࣾઐՈʣਓ͍Δ ࣌ؒʢFH Yʣ
෦ͷن ʢFH /ਓʣ
εςʔδ ࣾͰ"*ͷཧղ͕ਐΈɺ"*෦͕ൃ͍ͯ͠Δ த్࠾༻ࣾҟಈΛ௨ͯ͡ਓ͕ಉ෦ʹॴଐ͠ɺධՁͦͷதͷ୭͔͕୲͍ͯ͠Δ ࣌ؒʢFH Yʣ ෦ͷن ʢFH /ਓʣ ࣾઐՈͷۤ σʔλࢁ͋Δ͕උ͞Ε͍ͯͳ͍(16ڥ͕ͳ͍ਓ͕Γͳ͍·ͩ"*ؔ࿈ۀʹઐ೦Ͱ͖ͳ
͍ʢϝΠϯͷۀ࠾༻ʣपғ͔Βͷ"*ؔ࿈ۀʢχʔζʣ͕ࡹ͖͖Εͳ͍ʜ पғͷۤ "*෦Λൃͨ͠ͷͷɺવɺ·ͩՌݟ͑ͯ͜ͳ͍ࢥͬͨҎ্ʹճΓͷඋʢσʔλɺΠϯϑ ϥɺ࠾༻ʣʹ͕͔͔࣌ؒΔਓ͕Γͳ͍ͱݴ͑ɺૣ͘ՌΛݟͤͯ΄͍͠ʜ
εςʔδ ࠷ݶͷਓ͕֬อ͞ΕɺσʔλΠϯϑϥ͋Δఔඋ͞Ε͍ͯΔ पғ͔ΒͷχʔζҎ֎ʹγʔζʢ͜͜Ͱ"*ϕʔεͷػೳʣΛ։ൃ͢Δ༨༟͕ੜ·Ε͍ͯΔ ࣌ؒʢFH Yʣ ෦ͷن ʢFH /ਓʣ ࣾઐՈͷۤ पғʹߩݙ͍͚ͨ͠ͲͳΜ͔͏·͍͔͘ͳ͍ʢൃੜ͢ΔχʔζͰߩݙͰ͖Δʣࣗͷγʔζ͕αʔ
ϏεͰΘΕͳ͍ʢͳ͔ͥपғͷड͚͕ྑ͘ͳ͍ʣपғͱ࣌ؒͷײ͕֮߹Θͳ͍ʜ पғͷۤ "*෦ͱڠۀ͍͚ͨ͠ͲͳΜ͔͏·͍͔͘ͳ͍ʢൃੜ͢ΔχʔζͰڠۀͰ͖Δʣ"*෦ͷγʔζ ͕αʔϏεͰ͑ͳ͍ʢϢʔβʔձࣾͷརӹʹܨ͕Βͳ͍ʣࣾઐՈͱ࣌ؒͷײ͕֮߹Θͳ͍ʜ
Ͳ͏͢Ε͍͍ͷ͔ʁ جຊతʹཪٕͳ͍ εςʔδ͔Βεςʔδʹϫʔϓͱ͔Ͱ͖ͳ͍ εςʔδͷଞࣾʹస৬ͨ͠Γɺͦ͏͍ͬͨձࣾΛങऩ͢Δͱ͍͏ཪٕ͋ΔʢຊൃදͷςʔϚ֎ʣ Ұํɺۤʮר͖ࠐΉ͜ͱʯͰ؇Ͱ͖Δ ઐՈपғΛר͖ࠐΉʢFH "*ͷϝϦοτͱσϝϦοτΛઆ໌͢ΔɺϢʔβձࣾͷརӹΛཧղ͢Δʣ पғઐՈΛר͖ࠐΉʢFH "*ͷϝϦοτͱσϝϦοτΛཧղ͢ΔɺϢʔβձࣾͷརӹΛઆ໌͢Δʣ ·ͨɺʮ͕ۤมΘΓΏ͘͜ͱΛೝࣝʯ͓ͯ͘͜͠ͱͰ؇Ͱ͖Δ
εςʔδͷมԽΛଊ͑ɺ৽͍ۤ͠ʹૉૣ͘ରԠ͢ΔʢಛʹϚωʔδϟʔʣ εςʔδ·ͰདྷΔͱຊ࣭తͳ՝ʹऔΓΊָ͍͕ͯ͠ɺͦΕͰۤ͋Δ
εςʔδʁ ࣌ؒʢFH Yʣ ෦ͷن ʢFH /ਓʣ ͔Βͳ͍ εςʔδͷۤ؇Ͱ͖Δ͕ɺͳ͘ͳΔ͜ͱͳ͍ʁεςʔδ͕ଓ͘ͷ͕IBQQZFOEʁ "*෦͕ফ໓ͨ͠ΒCBEFOEʁϙδςΟϒͳফ໓ʢղࢄʁʣͱ͍͏IBQQZFOE͋Δʁ ͬͯΔਓੋඇڭ͍͑ͯͩ͘͞
IBQQZFOEʢଟʣ IBQQZFOE CBEFOE
·ͱΊ "*෦ͷ࣮ઓೖʹগͳ͘ͱࡾͭͷεςʔδ͕͋Γɺεςʔδ ͝ͱʹҧ͏͕ۤ͋Δ ۤΛ؇͢ΔͨΊɺؔऀΛר͖ࠐΈɺ͕ۤมΘΓΏ͘͜ͱΛ ೝࣝ͢Δ ࣌ؒʢFH Yʣ ෦ͷن ʢFH /ਓʣ
࣮ઓೖɺ͍͖ͬͯ·͠ΐ͏ ࣭͕͋͝Δํੋඇ࠙ձͰ