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AI 部門の実戦投入/repro-tech-meetup

j.harashima
November 06, 2018
2.1k

AI 部門の実戦投入/repro-tech-meetup

j.harashima

November 06, 2018
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  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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