にんげんがさき 基盤はあと / Developers over ML platform

Shibuya Synapse #4
https://dena-ai.connpass.com/event/109657/

Transcript

1. ʹΜ͛Μ͕͖͞
   ج൫͕͋ͱ
   ΫοΫύουגࣜձࣾછ୩༔Ұ࿠
   4)*#6:"4:/"14&
   

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2. ࣗݾ঺հ
   છ୩༔Ұ࿠
   ౦޻େܭࢉ޻ֶઐ߈म࢜
   ΫοΫύουגࣜձࣾ೥৽ଔೖࣾ
   ݚڀ։ൃ෦ΤϯδχΞ
   ػցֶशج൫ɺը૾ೝࣝܥͷݚڀ։ൃ
   

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3. ࠓ೔ͷ࿩୊
   ૊৫ʹͱͬͯʰ࠷దͳػցֶशج൫ʱ͸ɺͦͷ૊৫ͷαΠ
   ζɺϝϯόʔεΩϧηοτɺࣄۀ಺༰ʹࢸΔ·Ͱ༷ʑͳཁ
   ҼʹΑΓมԽ͠·͢ɻ͜ͷτʔΫͰ͸ɺ೥݄ͷൃ
   ଍͔Βࠓ·Ͱɺෳ਺ͷϓϩδΣΫτΛ͜ͳ͠ͳ͕ΒνʔϜ
   ن໛Λ֦େ͖ͯͨ͠ΫοΫύουݚڀ։ൃ෦Λ୊ࡐͱ͠ɺ
   ૊৫ʹͱͬͯ࠷దͳػցֶशج൫ΛٻΊΔͨΊͷέʔεε
   λσΟΛߦ͍·͢ɻ
   IUUQTTIJCVZBBJJOGP
   

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5. ΫοΫύουͱػցֶश
   ສ඼Ҏ্ͷϨγϐσʔλ
   λΠτϧɺखॱɺࡐྉɺ෼ྔɺ֤छࣸਅ
   ϨγϐҎ֎ͷσʔλ
   ϨγϐΛݩʹྉཧΛ࡞ͬͨϢʔβʔʹΑΔใࠂ ͭ͘ΕΆ
   
   ݕࡧɺͦͷଞߦಈϩά
   Ճ͑ͯւ֎΋
   

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6. ΫοΫύουͱػցֶश
   ສ඼Ҏ্ͷϨγϐσʔλ
   λΠτϧɺखॱɺࡐྉɺ෼ྔɺ֤छࣸਅ
   ϨγϐҎ֎ͷσʔλ
   ϨγϐΛݩʹྉཧΛ࡞ͬͨϢʔβʔʹΑΔใࠂ ͭ͘ΕΆ
   
   ݕࡧɺͦͷଞߦಈϩά
   Ճ͑ͯւ֎΋
   ϨγϐͱͦΕʹجͮ͘Ϣʔβʔߦಈ
   ʹؔ͢Δੈք࠷େڃͷσʔλ
   

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7. ྉཧ͖Ζ͘
   ৞ΈࠐΈχϡʔϥϧωοτϫʔΫ
   ʹΑΔྉཧը૾ͷࣗಈೝࣝ
   εϚʔτϑΥϯͷࣸਅͷ಺ɺ
   ྉཧࣸਅΛࣗಈతʹऩूه࿥
   

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8. ྉཧ͖Ζ͘
   ສਓҎ্ͷϢʔβʔ͕ར༻
   ສຕҎ্ͷྉཧࣸਅΛه࿥
   ೥݄೔ݱࡏ
   
   

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9. ͦͷଞݚڀ։ൃ
   ྉཧࣸਅͷྨࣅը૾ݕࡧ

   IUUQTUFDIMJGFDPPLQBEDPNFOUSZ
   Ϣʔβʔ͔Βͷ͝ҙݟͷࣗಈλά෇͚

   IUUQTUFDIMJGFDPPLQBEDPNFOUSZ
   ࡐྉ໊ͷਖ਼نԽ ͓͠ΐ͏Ώ>ে༉
   

   IUUQTUFDIMJGFDPPLQBEDPNFOUSZ
   ͦͷଞ৭ʑ
   

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10. ΫοΫύουݚڀ։ൃ෦ͱ

    ػցֶशج൫
    

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11. 
    

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12. ਓ࣌୅
    ೥݄ΫοΫύουݚڀ։ൃ෦ൃ଍
    ج൫ͳ͠
    ෦௕ɺϝϯόʔਓͱ͍͏ମ੍
    ͏ͪਓ ࢲ
    ͸ओʹج൫୲౰ͱͯ͠νʔϜʹೖ͍ͬͯͨ
    

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13. ਓ࣌୅
    ج൫ͳ͠
    ࣮ݧ༻ͷ(16ΠϯελϯεΛΠϯϑϥ෦ʹ༻ҙͯ͠΋Β͍ͬͯͨ
    ୆ͷΈɺ௥Ճʹ͸ख࡞ۀ͕ඞཁ
    ϲ݄ޙʹ͸ΠϯλʔϯΛਓड͚ೖΕ༧ఆ
    4MBDLܦ༝ͰىಈఀࢭՄೳͳΦϯσϚϯυ(16؀ڥΛߏங
    

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14. [PPFZ
    4MBDLܦ༝ͰىಈఀࢭՄೳͳΦϯσϚϯυ(16؀ڥ
    νʔϜൃ଍࣌ͷ࣮ݧ؀ڥΛ༻ҙ͢ΔͨΊʹ࡞ͬͨؒʹ߹Θͤͷج൫
    ݱࡏ΋ΞΫςΟϒʹར༻͞Ε͍ͯΔ
    

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15. ʰ࣮ݧ༻Πϯελϯε࡞ͬͯʱ
    ઃఆࡁΈΠϯελϯεͷ

    εφοϓγϣοτ ".*
    
    ATTIBZFNPTXPSLCFODIEOTDPNQBOZA
    $SFBUF
    
    
    
    
    

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16. ".*
    ϩάΠϯίϚϯυ
    

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17. IUUQTTQFBLFSEFDLDPNBZFNPTNBDIJOFMFBSOJOHQMBUGPSNBUDPPLQBE
    ৄ͘͠͸
    

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18. 
    

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19. ਓ࣌୅
    Ҿ͖ଓ͖[PPFZΛར༻࣮ͯ͠ݧ
    ࣮ݧ؀ڥͷՄ༻ੑ͔Βޮ཰΁໨͕޲͖࢝ΊΔ
    ֤छσʔλιʔε͔ΒσʔλΛಡΈग़͢ॲཧΛิॿ͢Δ

    ϥΠϒϥϦBLBHJ IUUQTHJUIVCDPNBZFNPTBLBHJ
    Λఏڙ
    AQBOEBTJPAลΓ͕ΠΠײ͡ʹͳ͖ͬͯͯࠓ͸ແ༻ͷ௕෺ʹʜ
    
    ͜ͷลΓͰྉཧ͖Ζ͘Λެ։
    

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20. ྉཧ͖Ζ͘
    ྉཧ͖Ζ͘͸ͲͷΑ͏ʹ࡞ΒΕͨͷ͔ʁ
    

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21. ྉཧ͖Ζ͘
    ݚڀ։ൃ෦ଆͷ୲౰ऀ ࢲ
    ͕αʔϏε։ൃνʔϜʹೖΓɺύΠϓϥΠϯΛ࣮૷
    ૉૣ͘ີ઀ͳ࿈ܞ͕औΕͨ˕
    ࢓༷Λଟ֯తʹཧղͯ͠ڞ༗ग़དྷͨ
    αʔϏε։ൃଆ଎౓ɾ69
    ݚڀ։ൃଆਫ਼౓
    ϓϩμΫτͷΦʔφʔγοϓ͸ଟগᐆດʹ˚
    

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22. ·ͱΊ
    νʔϜͷൃ଍ஈ֊͔ΒνʔϜͷχʔζʹԊͬͨ࠷௿ݶͷج൫։ൃʹऔ
    Γ૊ΜͰ͍ͨ
    ج൫୲౰Λ഑ஔ͢Δ͜ͱͰɺ࣮ݧʗσϓϩΠ࡞ۀ͕཯଎ʹͳΔ
    ঢ়گΛճආͨ͠
    গͳ͘ͱ΋ਓͷϑΣʔζͰ͸ճආ͠ଓ͚Δ͜ͱ͕

    ग़དྷͨ
    ج൫͸࠷খݶɺΦϯσϚϯυ(16؀ڥͷΈ
    

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23. 
    

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24. 
    ւ֎ڌ఺ 6,
    Ͱ΋.-ΤϯδχΞΛੵۃ࠾༻
    ໊Ҏ্͕ػցֶशΛ΍͍ͬͯΔ
    ϓϩμΫγϣϯ؀ڥ΁ͷσϓϩΠ࡞ۀ͕཯଎ʹͳΓ࢝ΊΔ
    ͦΖͦΖج൫͔ʁ
    

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25. 
    ւ֎ڌ఺ 6,
    Ͱ΋.-ΤϯδχΞΛੵۃ࠾༻
    ໊Ҏ্͕ػցֶशΛ΍͍ͬͯΔ
    ϓϩμΫγϣϯ؀ڥ΁ͷσϓϩΠ࡞ۀ͕཯଎ʹͳΓ࢝ΊΔ
    ͦΖͦΖج൫͔ʁݱঢ়͸༷ࢠΛݟ͍ͯΔ
    ج൫ʗσϓϩΠ୲౰ͷ֦ॆ ࠾༻ɺڭҭ
    ʹΑΓ҆ఆΛอ͍ͬͯΔ
    

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26. ࠓ͋Δ՝୊ʹԊͬͨʰ࠷దͳج൫ʱͷఆ͕ٛ ·ͩ
    ग़དྷ͍ͯͳ͍
    ػցֶशͷԠ༻ͷόϦΤʔγϣϯ͕େ͖͍
    ෼ྨɺճؼ͚ͩͰ͸ͳ͍ ྫ෼ྨ݁Ռͷ૊Έ߹Θͤɺਪન౳
    
    ج൫ػೳͷΧόϨοδ͕க໋తʹෆ଍͢Δ

    ஫ͱࢥ͍ͬͯΔ͚ͩͰɺ

    ࢖ͬͯΈͳ͍ͱຊ౰͸Θ͔Βͳ͍ɻ
    
    ͳͥͳͷ͔
    

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27. ࠓ͋Δ՝୊ʹԊͬͨʰ࠷దͳج൫ʱͷఆ͕ٛ ·ͩ
    ग़དྷ͍ͯͳ͍
    ࣮ݧ؀ڥʹର͢Δ੍໿΋ಋೖ͞ΕΔ ͜ͱ͕ଟ͍
    ͳͲͷݒ೦΋
    /PUFCPPLͰ͸ͳ͘ී௨ͷ؀ڥͰ࣮ݧ͍ͨ͠ਓ΋͍Δ
    ͳͥͳͷ͔
    

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28. ͳͥͳͷ͔
    ͭ·Γ
    ج൫͕ղܾ͢΂͖໰୊Λ໌Β͔ʹ͢ΔϑΣʔζʹ͍Δ
    .-0QTʹ·ͭΘΔ՝୊Λൃݟ͢ΔҝͷϓϩηεΛͨͲΖ͏
    ͱ͍ͯ͠Δ
    खͰͰ͖ΔϕετϓϥΫςΟεΛਚ͘͢
    ·ͣਓͰղܾ͢Δɻਓ͸ศརɻ
    ϕετϓϥΫςΟεͷू໿ͱͯ͠ͷج൫Λ ඞཁͰ͋Ε͹
    ࡞Δ
    

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29. औΓ૊Έͷྫ
    ػցֶशϓϩδΣΫτͷςϯϓϨʔτԽ

    IUUQTHJUIVCDPNEPDLFSTDJFODFDPPLJFDVUUFSEPDLFSTDJFODF
    ࣮ݧͷ࠶ݱੑ୲อͱ͍͏χʔζ͔Β
    ୯७ͳख๏ͰޮՌ͸ੜ·Ε͍ͯΔ
    FUD ͜Ε͔Β΋ͬͱ͕Μ͹Γ·͢
    
    

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30. ·ͱΊ
    

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31. ʹΜ͛Μ͕͖͞ج൫͕͋ͱ
    d໊͸ج൫୲౰ʹΑΓ࣮ݧʗσϓϩΠΛճͤͨ
    ਫ਼౓ͷߴ͍χʔζͷநग़ͷͨΊʹɺνʔϜ಺ʹج൫୲౰͕͍Δ͜ͱ͕ॏཁ
    ໊ʹͳͬͯͦΖͦΖΩπ͘ͳ͖͍ͬͯͯΔ
    ج൫ʹ͍ͭͯ͸ʰੵۃతͳ༷ࢠݟʱͷϑΣʔζ
    ૊৫಺Ͱͷج൫ͬ͜͝ΛॏͶͯɺ࠷దͳج൫Λಋ͘
    ඞཁͰ͋Ε͹ج൫ͷಋೖ·ͨ͸಺੡͢Δͭ΋Γ͕͋Δ
    

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32. ऴΘΓʹ
    8FSFIJSJOH
    IUUQTDPPLQBEKPCT
    IUUQTUXJUUFSDPNBZFNPT@Z
    ਓͷͦͷઌ΁޲͔͏࢓ࣄΛҰॹʹ͠·͠ΐ͏
    

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