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にんげんがさき 基盤はあと / Developers over ML platform
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Yuichiro Someya
December 11, 2018
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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/
Yuichiro Someya
December 11, 2018
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Transcript
ʹΜ͛Μ͕͖͞ ج൫͕͋ͱ ΫοΫύουגࣜձࣾછ୩༔Ұ 4)*#6:"4:/"14&
ࣗݾհ છ୩༔Ұ<BZFNPT> ౦େܭࢉֶઐ߈म࢜ ΫοΫύουגࣜձࣾ৽ଔೖࣾ ݚڀ։ൃ෦ΤϯδχΞ
ػցֶशج൫ɺը૾ೝࣝܥͷݚڀ։ൃ
ࠓͷ ৫ʹͱͬͯʰ࠷దͳػցֶशج൫ʱɺͦͷ৫ͷαΠ ζɺϝϯόʔεΩϧηοτɺࣄۀ༰ʹࢸΔ·Ͱ༷ʑͳཁ ҼʹΑΓมԽ͠·͢ɻ͜ͷτʔΫͰɺ݄ͷൃ ͔Βࠓ·ͰɺෳͷϓϩδΣΫτΛ͜ͳ͠ͳ͕ΒνʔϜ نΛ֦େ͖ͯͨ͠ΫοΫύουݚڀ։ൃ෦Λࡐͱ͠ɺ ৫ʹͱͬͯ࠷దͳػցֶशج൫ΛٻΊΔͨΊͷέʔεε λσΟΛߦ͍·͢ɻ IUUQTTIJCVZBBJJOGP
None
ΫοΫύουͱػցֶश ສҎ্ͷϨγϐσʔλ λΠτϧɺखॱɺࡐྉɺྔɺ֤छࣸਅ ϨγϐҎ֎ͷσʔλ ϨγϐΛݩʹྉཧΛ࡞ͬͨϢʔβʔʹΑΔใࠂ ͭ͘ΕΆ
ݕࡧɺͦͷଞߦಈϩά Ճ͑ͯւ֎
ΫοΫύουͱػցֶश ສҎ্ͷϨγϐσʔλ λΠτϧɺखॱɺࡐྉɺྔɺ֤छࣸਅ ϨγϐҎ֎ͷσʔλ ϨγϐΛݩʹྉཧΛ࡞ͬͨϢʔβʔʹΑΔใࠂ ͭ͘ΕΆ
ݕࡧɺͦͷଞߦಈϩά Ճ͑ͯւ֎ ϨγϐͱͦΕʹجͮ͘Ϣʔβʔߦಈ ʹؔ͢Δੈք࠷େڃͷσʔλ
ྉཧ͖Ζ͘ ΈࠐΈχϡʔϥϧωοτϫʔΫ ʹΑΔྉཧը૾ͷࣗಈೝࣝ εϚʔτϑΥϯͷࣸਅͷɺ ྉཧࣸਅΛࣗಈతʹऩूه
ྉཧ͖Ζ͘ ສਓҎ্ͷϢʔβʔ͕ར༻ ສຕҎ্ͷྉཧࣸਅΛه ݄ݱࡏ
ͦͷଞݚڀ։ൃ ྉཧࣸਅͷྨࣅը૾ݕࡧ IUUQTUFDIMJGFDPPLQBEDPNFOUSZ Ϣʔβʔ͔Βͷ͝ҙݟͷࣗಈλά͚ IUUQTUFDIMJGFDPPLQBEDPNFOUSZ ࡐྉ໊ͷਖ਼نԽ <γϣʔϢ
͓͠ΐ͏Ώ>ে༉ IUUQTUFDIMJGFDPPLQBEDPNFOUSZ ͦͷଞ৭ʑ
ΫοΫύουݚڀ։ൃ෦ͱ ػցֶशج൫
ਓ࣌ ݄ΫοΫύουݚڀ։ൃ෦ൃ ج൫ͳ͠ ෦ɺϝϯόʔਓͱ͍͏ମ੍ ͏ͪਓ ࢲ
ओʹج൫୲ͱͯ͠νʔϜʹೖ͍ͬͯͨ
ਓ࣌ ج൫ͳ͠ ࣮ݧ༻ͷ(16ΠϯελϯεΛΠϯϑϥ෦ʹ༻ҙͯ͠Β͍ͬͯͨ ͷΈɺՃʹख࡞ۀ͕ඞཁ ϲ݄ޙʹΠϯλʔϯΛਓड͚ೖΕ༧ఆ
4MBDLܦ༝ͰىಈఀࢭՄೳͳΦϯσϚϯυ(16ڥΛߏங
[PPFZ 4MBDLܦ༝ͰىಈఀࢭՄೳͳΦϯσϚϯυ(16ڥ νʔϜൃ࣌ͷ࣮ݧڥΛ༻ҙ͢ΔͨΊʹ࡞ͬͨؒʹ߹Θͤͷج൫ ݱࡏΞΫςΟϒʹར༻͞Ε͍ͯΔ
ʰ࣮ݧ༻Πϯελϯε࡞ͬͯʱ ઃఆࡁΈΠϯελϯεͷ εφοϓγϣοτ ".* ATTIBZFNPTXPSLCFODIEOTDPNQBOZA $SFBUF
".* ϩάΠϯίϚϯυ
IUUQTTQFBLFSEFDLDPNBZFNPTNBDIJOFMFBSOJOHQMBUGPSNBUDPPLQBE ৄ͘͠
ਓ࣌ Ҿ͖ଓ͖[PPFZΛར༻࣮ͯ͠ݧ ࣮ݧڥͷՄ༻ੑ͔Βޮ͕͖࢝ΊΔ ֤छσʔλιʔε͔ΒσʔλΛಡΈग़͢ॲཧΛิॿ͢Δ ϥΠϒϥϦBLBHJ IUUQTHJUIVCDPNBZFNPTBLBHJ Λఏڙ
AQBOEBTJPAลΓ͕ΠΠײ͡ʹͳ͖ͬͯͯࠓແ༻ͷʹʜ ͜ͷลΓͰྉཧ͖Ζ͘Λެ։
ྉཧ͖Ζ͘ ྉཧ͖Ζ͘ͲͷΑ͏ʹ࡞ΒΕͨͷ͔ʁ
ྉཧ͖Ζ͘ ݚڀ։ൃ෦ଆͷ୲ऀ ࢲ ͕αʔϏε։ൃνʔϜʹೖΓɺύΠϓϥΠϯΛ࣮ ૉૣ͘ີͳ࿈ܞ͕औΕͨ˕ ༷Λଟ֯తʹཧղͯ͠ڞ༗ग़དྷͨ
αʔϏε։ൃଆɾ69 ݚڀ։ൃଆਫ਼ ϓϩμΫτͷΦʔφʔγοϓଟগᐆດʹ˚
·ͱΊ νʔϜͷൃஈ֊͔ΒνʔϜͷχʔζʹԊͬͨ࠷ݶͷج൫։ൃʹऔ ΓΜͰ͍ͨ ج൫୲Λஔ͢Δ͜ͱͰɺ࣮ݧʗσϓϩΠ࡞ۀ͕ʹͳΔ ঢ়گΛճආͨ͠ গͳ͘ͱਓͷϑΣʔζͰճආ͠ଓ͚Δ͜ͱ͕ ग़དྷͨ
ج൫࠷খݶɺΦϯσϚϯυ(16ڥͷΈ
ւ֎ڌ 6, Ͱ.-ΤϯδχΞΛੵۃ࠾༻ ໊Ҏ্͕ػցֶशΛ͍ͬͯΔ ϓϩμΫγϣϯڥͷσϓϩΠ࡞ۀ͕ʹͳΓ࢝ΊΔ
ͦΖͦΖج൫͔ʁ
ւ֎ڌ 6, Ͱ.-ΤϯδχΞΛੵۃ࠾༻ ໊Ҏ্͕ػցֶशΛ͍ͬͯΔ ϓϩμΫγϣϯڥͷσϓϩΠ࡞ۀ͕ʹͳΓ࢝ΊΔ
ͦΖͦΖج൫͔ʁݱঢ়༷ࢠΛݟ͍ͯΔ ج൫ʗσϓϩΠ୲ͷ֦ॆ ࠾༻ɺڭҭ ʹΑΓ҆ఆΛอ͍ͬͯΔ
ࠓ͋Δ՝ʹԊͬͨʰ࠷దͳج൫ʱͷఆ͕ٛ ·ͩ ग़དྷ͍ͯͳ͍ ػցֶशͷԠ༻ͷόϦΤʔγϣϯ͕େ͖͍ ྨɺճؼ͚ͩͰͳ͍ ྫྨ݁ՌͷΈ߹Θͤɺਪન
ج൫ػೳͷΧόϨοδ͕க໋తʹෆ͢Δ ͱࢥ͍ͬͯΔ͚ͩͰɺ ͬͯΈͳ͍ͱຊΘ͔Βͳ͍ɻ ͳͥͳͷ͔
ࠓ͋Δ՝ʹԊͬͨʰ࠷దͳج൫ʱͷఆ͕ٛ ·ͩ ग़དྷ͍ͯͳ͍ ࣮ݧڥʹର͢Δ੍ಋೖ͞ΕΔ ͜ͱ͕ଟ͍ ͳͲͷݒ೦ /PUFCPPLͰͳ͘ී௨ͷڥͰ࣮ݧ͍ͨ͠ਓ͍Δ
ͳͥͳͷ͔
ͳͥͳͷ͔ ͭ·Γ ج൫͕ղܾ͖͢Λ໌Β͔ʹ͢ΔϑΣʔζʹ͍Δ .-0QTʹ·ͭΘΔ՝Λൃݟ͢ΔҝͷϓϩηεΛͨͲΖ͏ ͱ͍ͯ͠Δ खͰͰ͖ΔϕετϓϥΫςΟεΛਚ͘͢
·ͣਓͰղܾ͢Δɻਓศརɻ ϕετϓϥΫςΟεͷूͱͯ͠ͷج൫Λ ඞཁͰ͋Ε ࡞Δ
औΓΈͷྫ ػցֶशϓϩδΣΫτͷςϯϓϨʔτԽ IUUQTHJUIVCDPNEPDLFSTDJFODFDPPLJFDVUUFSEPDLFSTDJFODF ࣮ݧͷ࠶ݱੑ୲อͱ͍͏χʔζ͔Β ୯७ͳख๏ͰޮՌੜ·Ε͍ͯΔ FUD
͜Ε͔Βͬͱ͕ΜΓ·͢
·ͱΊ
ʹΜ͛Μ͕͖͞ج൫͕͋ͱ d໊ج൫୲ʹΑΓ࣮ݧʗσϓϩΠΛճͤͨ ਫ਼ͷߴ͍χʔζͷநग़ͷͨΊʹɺνʔϜʹج൫୲͕͍Δ͜ͱ͕ॏཁ ໊ʹͳͬͯͦΖͦΖΩπ͘ͳ͖͍ͬͯͯΔ ج൫ʹ͍ͭͯʰੵۃతͳ༷ࢠݟʱͷϑΣʔζ
৫Ͱͷج൫ͬ͜͝ΛॏͶͯɺ࠷దͳج൫Λಋ͘ ඞཁͰ͋Εج൫ͷಋೖ·ͨ͢ΔͭΓ͕͋Δ
ऴΘΓʹ 8FSFIJSJOH IUUQTDPPLQBEKPCT IUUQTUXJUUFSDPNBZFNPT@Z ਓͷͦͷઌ͔͏ࣄΛҰॹʹ͠·͠ΐ͏