AI 部門の実戦投入/repro-tech-meetup

Transcript

1. ΫοΫύουגࣜձࣾݪౡ७
   3FQSP5FDI.FFUVQ"*࣮ઓ౤ೖ
   "*෦໳ͷ࣮ઓ౤ೖ
   

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2. ೥݄
   ೥݄
   ژ౎େֶࠇڮɾՏݪݚڀࣨ഑ଐ
   ΫοΫύουೖࣾɺαʔϏε։ൃ෦໳഑ଐ
   ത࢜ʢ৘ใֶʣऔಘ
   ΤϯδχΞʢ3VCZPO3BJMTػցֶशʣ
   ೥݄
   Ϧαʔνϟʔʢࣗવݴޠॲཧ৘ใݕࡧʣ
   ݪౡ७
   ೥݄
   Ϛωʔδϟʔʢਓࣄ޿ใࡒ຿ʜʣ
   ݚڀ։ൃ෦໳ൃ଍ɺಉ෦໳഑ଐ
   

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3. ͓࢓ࣄʢҰྫʣ
   

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4. ࿦จ
   5XP4UFQ7BMJEBUJPOJO$IBSBDUFSCBTFE*OHSFEJFOU/PSNBMJ[BUJPO $&"
   
   -FBSOJOH'PPE"QQFBSBODFCZB4VQFSWJTJPOXJUI3FDJQF5FYU $&"
   
   $PPLQBE*NBHF%BUBTFU"O*NBHF$PMMFDUJPOBT*OGSBTUSVDUVSFGPS'PPE3FTFBSDI 4*(*3
   
   +BQBOFTF&OHJMJTI.BDIJOF5SBOTMBUJPOPG3FDJQF5FYUT 8"5
   
   %FTJHOJO&WFSZEBZ$PPLJOH$IBMMFOHFTGPS"TTJTUJOHXJUI.FOV1MBOOJOHBOE'PPE1SFQBSBUJPOT $$%
   
   "-BSHF4DBMF3FDJQFBOE.FBM%BUB$PMMFDUJPOBT*OGSBTUSVDUVSFGPS'PPE3FTFBSDI -3&$
   
   +BQBOFTF8PSE$PMPS"TTPDJBUJPOTXJUIBOEXJUIPVU$POUFYUT -3&$
   
   'MFYJCMF+BQBOFTF4FOUFODF$PNQSFTTJPOCZ3FMBYJOH6OJU$POTUSBJOUT $0-*/(
   
   3FMFWBODF'FFECBDLVTJOH-BUFOU*OGPSNBUJPO *+$/-1
   
   4VNNBSJ[JOH4FBSDI3FTVMUTVTJOH1-4* /-1*9
   
   4:/(3"1)"'MFYJCMF.BUDIJOH.FUIPECBTFEPO4ZOPOZNPVT&YQSFTTJPO&YUSBDUJPOGSPNBO0SEJOBSZ%JDUJPOBSZ
   BOEB8FC$PSQVT *+$/-1
   
   ˞ଠࣈ͸ࣗ෼͕ୈҰஶऀͷ΋ͷɻ೥Ҏલ͸େֶ࣌୅ͷ΋ͷɻ
   

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5. ΫοΫύου
   Πϯλʔωοτ্ͰϨγϐͷ౤ߘɾݕࡧ౳͕Ͱ͖Δ
   ೔ຊ࠷େͷྉཧϨγϐαʔϏε
   

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6. ೔࣌ར༻ऀ਺ ݄ؒར༻ऀ਺ʢࠃ಺ʣ
   ݄ؒར༻ऀ਺ʢւ֎ʣ
   Ϩγϐ਺
   

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7. εϚʔτΩονϯάϧʔϓ
   ػցֶशάϧʔϓ
   ݚڀ։ൃ෦໳
   ෦෇͖
   

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8. ػցֶशάϧʔϓ
   ݚڀ։ൃ෦໳
   ࣗવݴޠॲཧ
   ɾ&ODPEFS%FDPEFSʹΑΔࡐྉ໊ͷਖ਼نԽ
   ɾϩδεςΟοΫճؼʹΑΔඇखॱͷݕग़
   ɾ47.ʹΑΔ͝ҙݟͷ෼ྨ
   ը૾ೝࣝ
   ɾ*ODFQUJPOWʹΑΔྉཧࣸਅͷநग़΍෼ྨ
   ɾ.PCJMF/FUʹΑΔݟӫ͑͢Δྉཧࣸਅͷநग़
   ɾ43("/ʹΑΔྉཧࣸਅͷ௒ղ૾
   .-0QT
   ɾ4MBDL$IBU#PUʹΑΔ&$Πϯελϯεͷ؅ཧ
   ɾ%PDLFSͱDPPLJFDVUUFSʹΑΔϓϩδΣΫτͷ؅ཧ
   ɾ&$4ʹΑΔΞϓϦͷσϓϩΠ΍%8)ʹΑΔσʔλͷ؅ཧ
   ΦʔϓϯαΠΤϯε
   ɾϨγϐσʔλͷެ։
   ɾୈճ"*νϟϨϯδίϯςετͷ։࠵
   ɾ೥౓ਓ޻஌ೳֶձσʔλղੳίϯϖςΟγϣϯͷ։࠵
   

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9. ػցֶशάϧʔϓ
   ݚڀ։ൃ෦໳
   ०ͷ໺ࡊϨγϐ΍
   ϝΠϯʹ࢖͑ΔϨγϐ͕
   ͙͢ʹݟ͔ͭΔ
   ͓·͔ͤ੔ཧ
   ྉཧ͖Ζ͘
   ࡱΔ͚ͩͰه࿥ʹʂ
   ͋ͳͨͷ͓ྉཧࣸਅΛ
   ࣗಈͰ੔ཧ
   

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10. εϚʔτΩονϯάϧʔϓ
    ݚڀ։ൃ෦໳
    76*
    ɾ"NB[PO&DIP΍(PPHMF)PNFʹΑΔϨγϐݕࡧ
    ɾ"NB[PO&DIP4QPU4IPXʹΑΔϨγϐಈը࠶ੜ
    ɾ্هσόΠεʹΑΔϨγϐಡΈ্͛
    *P5
    ɾεϚʔτΩονϯαʔϏε0J$Zͷ։ൃ
    ɾ.BDIJOF3FBEBCMF3FDJQFͷ։ൃ
    ɾίϯηϓτϓϩτλΠϓ0J$Z5BTUFͷ։ൃ
    

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11. εϚʔτΩονϯάϧʔϓ
    ݚڀ։ൃ෦໳
    "MFYBεΩϧ
    ࢖͍͍ͨࡐྉ͚ͩͰ
    ͙͢ʹ࡞ΕΔਓؾͷϨγϐఏҊ
    0J$Z
    Ϩγϐͷͦͷઌ΁
    ͓͍͍͠εϚʔτΩονϯ
    

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12. ɹ"*Λར༻ͨ͠αʔϏεΛ࣮ࡍʹఏڙ͠ɺӡ༻͍ͯ͘͠ʹ͸਺ଟ͘ͷ͜ͱΛߟ͑Δඞཁ͕͋Γ·͢ɻ
    ɹྫ͑͹
    ɹɾֶशʹ༻͍ΔσʔλͷύΠϓϥΠϯͱͦͷલॲཧ
    ɹɾॲཧͷύϑΥʔϚϯε
    ɹɾϞσϧ΁ͷϑΟʔυόοΫɾਫ਼౓ݕূ
    ɹɾػೳɺαʔϏε΁ͷ૊ΈࠐΈ
    ɹɾ্هΛਪਐ͢Δ૊৫ɾνʔϜͮ͘Γ
    ɹɾFUDʜ
    ɹࠓճͷNFFUVQͰ͸ɺͦΜͳ"*ͷ࣮ઓ౤ೖʹؔΘΔۤ೰΍޻෉Λڞ༗͠ɺ࣮ફతͳ"*ར༻ʹ
    ɹ͍ͭͯͷ஌ݟΛਂΊ͍͖ͯ·͠ΐ͏ʂ
    3FQSP5FDI.FFUVQ"*࣮ઓ౤ೖ
    

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13. ݸਓ΍༑ਓͷܦݧ্ɺ
    "*෦໳ͷ࣮ઓ౤ೖʹ͸গͳ͘ͱ΋ࡾͭͷεςʔδ͕͋Γɺεςʔδ͝
    ͱʹҧ͏ۤ೰͕͋Δ
    ࠓ೔͓࿩͍ͨ͜͠ͱ
    ࣌ؒʢFH Y೥ʣ
    ෦໳ͷن໛
    ʢFH /ਓʣ
    ೥લͷࣗ෼ʹڭ͍͑ͯ͋͛ͨ͜ͱ
    

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14. εςʔδ
    ࣾ಺ઐ໳Ոͷۤ೰
    "*ؔ࿈ۀ຿ʹઐ೦Ͱ͖ͳ͍ʢϝΠϯͷۀ຿͕ଞʹ͋Δʣ"*ʹ͍ͭͯ૬ஊͰ͖Δਓ͕গͳ্͍͕࢘ࣗ
    ෼ͷ"*ؔ࿈ۀ຿Λద੾ʹධՁͰ͖ͳ͍ʜ
    पғͷۤ೰
    ੈ͕ؒ"*ϒʔϜͳͷͰയવͱෆ҆ͦ΋ͦ΋"*ͬͯԿʁϝϦοτ͸ʁσϝϦοτ͸ʁαʔϏεͰ
    ࢖ͬͯΈ͍͚ͨͲࣾ಺ઐ໳ՈͷϦιʔεʢਓ਺΍࣌ؒʣ͕଍Γͳ͍ʜ
    "*෦໳͸ଘࡏ͠ͳ͍͕ɺ"*ʹ໌Δ͍ਓ΍ɺͦΕΒΛֶͼ͸͡Ίͨਓʢࣾ಺ઐ໳Ոʣ͸਺ਓ͍Δ
    ࣌ؒʢFH Y೥ʣ
    ෦໳ͷن໛
    ʢFH /ਓʣ
    

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15. εςʔδ
    ࣾ಺Ͱ"*΁ͷཧղ͕ਐΈɺ"*෦໳͕ൃ଍͍ͯ͠Δ
    த్࠾༻΍ࣾ಺ҟಈΛ௨ͯ͡਺ਓ͕ಉ෦໳ʹॴଐ͠ɺධՁ΋ͦͷதͷ୭͔͕୲౰͍ͯ͠Δ
    ࣌ؒʢFH Y೥ʣ
    ෦໳ͷن໛
    ʢFH /ਓʣ
    ࣾ಺ઐ໳Ոͷۤ೰
    σʔλ͸୔ࢁ͋Δ͕੔උ͞Ε͍ͯͳ͍(16؀ڥ͕ͳ͍ਓ͕଍Γͳ͍·ͩ"*ؔ࿈ۀ຿ʹઐ೦Ͱ͖ͳ
    ͍ʢϝΠϯͷۀ຿͸࠾༻ʣपғ͔Βͷ"*ؔ࿈ۀ຿ʢχʔζʣ͕ࡹ͖͖Εͳ͍ʜ
    पғͷۤ೰
    "*෦໳Λൃ଍ͨ͠΋ͷͷɺ౰વɺ·ͩ੒Ռ͸ݟ͑ͯ͜ͳ͍ࢥͬͨҎ্ʹ଍ճΓͷ੔උʢσʔλɺΠϯϑ
    ϥɺ࠾༻ʣʹ͕͔͔࣌ؒΔਓ͕଍Γͳ͍ͱ͸ݴ͑ɺૣ͘੒ՌΛݟͤͯ΄͍͠ʜ
    

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16. εςʔδ
    ࠷௿ݶͷਓ਺͕֬อ͞Εɺσʔλ΍Πϯϑϥ΋͋Δఔ౓͸੔උ͞Ε͍ͯΔ
    पғ͔ΒͷχʔζҎ֎ʹ΋γʔζʢ͜͜Ͱ͸"*ϕʔεͷػೳʣΛ։ൃ͢Δ༨༟͕ੜ·Ε͍ͯΔ
    ࣌ؒʢFH Y೥ʣ
    ෦໳ͷن໛
    ʢFH /ਓʣ
    ࣾ಺ઐ໳Ոͷۤ೰
    पғʹߩݙ͍͚ͨ͠ͲͳΜ͔͏·͍͔͘ͳ͍ʢ౎౓ൃੜ͢ΔχʔζͰ͸ߩݙͰ͖Δʣࣗ෼ͷγʔζ͕αʔ
    ϏεͰ࢖ΘΕͳ͍ʢͳ͔ͥपғͷड͚͕ྑ͘ͳ͍ʣपғͱ࣌ؒͷײ͕֮߹Θͳ͍ʜ
    पғͷۤ೰
    "*෦໳ͱڠۀ͍͚ͨ͠ͲͳΜ͔͏·͍͔͘ͳ͍ʢ౎౓ൃੜ͢ΔχʔζͰ͸ڠۀͰ͖Δʣ"*෦໳ͷγʔζ
    ͕αʔϏεͰ࢖͑ͳ͍ʢϢʔβʔ΍ձࣾͷརӹʹܨ͕Βͳ͍ʣࣾ಺ઐ໳Ոͱ࣌ؒͷײ͕֮߹Θͳ͍ʜ
    

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17. Ͳ͏͢Ε͹͍͍ͷ͔ʁ
    جຊతʹཪٕ͸ͳ͍
    εςʔδ͔Βεςʔδʹϫʔϓͱ͔͸Ͱ͖ͳ͍
    εςʔδͷଞࣾʹస৬ͨ͠Γɺͦ͏͍ͬͨձࣾΛങऩ͢Δͱ͍͏ཪٕ͸͋ΔʢຊൃදͷςʔϚ֎ʣ
    Ұํɺۤ೰͸ʮר͖ࠐΉ͜ͱʯͰ؇࿨Ͱ͖Δ
    ઐ໳Ո͸पғΛר͖ࠐΉʢFH "*ͷϝϦοτͱσϝϦοτΛઆ໌͢ΔɺϢʔβ΍ձࣾͷརӹΛཧղ͢Δʣ
    पғ͸ઐ໳ՈΛר͖ࠐΉʢFH "*ͷϝϦοτͱσϝϦοτΛཧղ͢ΔɺϢʔβ΍ձࣾͷརӹΛઆ໌͢Δʣ
    ·ͨɺʮۤ೰͕มΘΓΏ͘͜ͱΛೝࣝʯ͓ͯ͘͜͠ͱͰ΋؇࿨Ͱ͖Δ
    εςʔδͷมԽΛଊ͑ɺ৽͍ۤ͠೰ʹૉૣ͘ରԠ͢ΔʢಛʹϚωʔδϟʔʣ
    εςʔδ·ͰདྷΔͱຊ࣭తͳ՝୊ʹऔΓ૊Ίָ͍͕ͯ͠ɺͦΕͰ΋ۤ೰͸͋Δ
    

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18. εςʔδ͸ʁ
    ࣌ؒʢFH Y೥ʣ
    ෦໳ͷن໛
    ʢFH /ਓʣ
    ෼͔Βͳ͍
    εςʔδͷۤ೰͸؇࿨Ͱ͖Δ͕ɺͳ͘ͳΔ͜ͱ͸ͳ͍ʁεςʔδ͕ଓ͘ͷ͕IBQQZFOEʁ
    "*෦໳͕ফ໓ͨ͠ΒCBEFOEʁϙδςΟϒͳফ໓ʢղࢄʁʣͱ͍͏IBQQZFOE΋͋Δʁ
    ஌ͬͯΔਓ͸ੋඇڭ͍͑ͯͩ͘͞
    IBQQZFOEʢଟ෼ʣ
    IBQQZFOE CBEFOE
    

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19. ·ͱΊ
    "*෦໳ͷ࣮ઓ౤ೖʹ͸গͳ͘ͱ΋ࡾͭͷεςʔδ͕͋Γɺεςʔδ
    ͝ͱʹҧ͏ۤ೰͕͋Δ
    ۤ೰Λ؇࿨͢ΔͨΊɺؔ܎ऀΛר͖ࠐΈɺۤ೰͕มΘΓΏ͘͜ͱΛ
    ೝࣝ͢Δ
    ࣌ؒʢFH Y೥ʣ
    ෦໳ͷن໛
    ʢFH /ਓʣ
    

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20. ࣮ઓ౤ೖɺ΍͍͖ͬͯ·͠ΐ͏
    ࣭͝໰౳͕͋Δํ͸ੋඇ࠙਌ձͰ
    

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