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

by Yuichiro Someya

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

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

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

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

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ྉཧ͖Ζ͘ ৞ΈࠐΈχϡʔϥϧωοτϫʔΫ ʹΑΔྉཧը૾ͷࣗಈೝࣝ εϚʔτϑΥϯͷࣸਅͷ಺ɺ ྉཧࣸਅΛࣗಈతʹऩूه࿥

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ྉཧ͖Ζ͘ ສਓҎ্ͷϢʔβʔ͕ར༻ ສຕҎ্ͷྉཧࣸਅΛه࿥ ೥݄೔ݱࡏ

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ͦͷଞݚڀ։ൃ ྉཧࣸਅͷྨࣅը૾ݕࡧ  IUUQTUFDIMJGFDPPLQBEDPNFOUSZ Ϣʔβʔ͔Βͷ͝ҙݟͷࣗಈλά෇͚  IUUQTUFDIMJGFDPPLQBEDPNFOUSZ ࡐྉ໊ͷਖ਼نԽ <γϣʔϢ ͓͠ΐ͏Ώ>ে༉   IUUQTUFDIMJGFDPPLQBEDPNFOUSZ ͦͷଞ৭ʑ

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ΫοΫύουݚڀ։ൃ෦ͱ  ػցֶशج൫

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

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

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

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ʰ࣮ݧ༻Πϯελϯε࡞ͬͯʱ ઃఆࡁΈΠϯελϯεͷ  εφοϓγϣοτ ".* ATTIBZFNPTXPSLCFODIEOTDPNQBOZA $SFBUF

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".* ϩάΠϯίϚϯυ

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IUUQTTQFBLFSEFDLDPNBZFNPTNBDIJOFMFBSOJOHQMBUGPSNBUDPPLQBE ৄ͘͠͸

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ਓ࣌୅ Ҿ͖ଓ͖[PPFZΛར༻࣮ͯ͠ݧ ࣮ݧ؀ڥͷՄ༻ੑ͔Βޮ཰΁໨͕޲͖࢝ΊΔ ֤छσʔλιʔε͔ΒσʔλΛಡΈग़͢ॲཧΛิॿ͢Δ  ϥΠϒϥϦBLBHJ IUUQTHJUIVCDPNBZFNPTBLBHJ Λఏڙ AQBOEBTJPAลΓ͕ΠΠײ͡ʹͳ͖ͬͯͯࠓ͸ແ༻ͷ௕෺ʹʜ ͜ͷลΓͰྉཧ͖Ζ͘Λެ։

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ྉཧ͖Ζ͘ ྉཧ͖Ζ͘͸ͲͷΑ͏ʹ࡞ΒΕͨͷ͔ʁ

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

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

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

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ࠓ͋Δ՝୊ʹԊͬͨʰ࠷దͳج൫ʱͷఆ͕ٛ ·ͩ ग़དྷ͍ͯͳ͍ ػցֶशͷԠ༻ͷόϦΤʔγϣϯ͕େ͖͍ ෼ྨɺճؼ͚ͩͰ͸ͳ͍ ྫ෼ྨ݁Ռͷ૊Έ߹Θͤɺਪન౳ ج൫ػೳͷΧόϨοδ͕க໋తʹෆ଍͢Δ  ஫ͱࢥ͍ͬͯΔ͚ͩͰɺ  ࢖ͬͯΈͳ͍ͱຊ౰͸Θ͔Βͳ͍ɻ ͳͥͳͷ͔

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

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

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

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·ͱΊ

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

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