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"医者の言葉、患者の言葉、エンジニアの言葉" / MNTSQ Ubie Vertical ai

yag_ays
August 10, 2021

"医者の言葉、患者の言葉、エンジニアの言葉" / MNTSQ Ubie Vertical ai

yag_ays

August 10, 2021
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  1. ҩऀͷݴ༿ɺױऀͷݴ༿ɺΤϯδχΞͷݴ༿
    2021/08/1
    0

    Ubieגࣜձࣾ @yag_ays

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  2. 2
    Ԟా ༟थ


    Yuki Okuda


    Recruit → Sansan → Ubie


    @yag_ays
    ࣗݾ঺հ
    https://yag-ays.github.io/

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  3. © Ubie, Inc. 3
    ҩྍػؔ޲͚ AI໰਍γεςϜ (toB) ੜ׆ऀ޲͚ ड਍૬ஊΞϓϦ (toC)
    Ubie͕ఏڙ͢Δ2ͭͷϓϩμΫτ

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  4. 4
    • ࣗવݴޠॲཧͷαʔϏε΁ͷԠ༻͸·ͩ·ͩϋʔυϧ͕ߴ͍Ͱ͢


    • ಛʹPSF (ϓϩϒϨϜɾιϦϡʔγϣϯɾϑΟοτ) ͠͏ΔྖҬΛݟ͚ͭΔ͜ͱ͕େม


    • ͦ͏ͨ͠ࢼߦࡨޡΛ͢ΔதͰߟ͑ͨ͜ͱΛ͓఻͑͠·͢


    • ࣗવݴޠॲཧ΍ػցֶशΛ࢓ࣄʹ͍ͯ͠Δ/͜Ε͔Β͢Δਓʹ޲͚ͨ΢Σοτͳ࿩Ͱ͢


    • ۩ମతͳٕज़Ͱ͋ͬͨΓҊ݅಺༰ͷ࿩͸͠·ͤΜ
    Disclaimer
    ຊࢿྉͷ಺༰͸։ൃ్தͷ಺༰Λଟؚ͘Έ·͢

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  5. 5
    ҩऀɹɹͷݴ༿
    ױऀ
    ΤϯδχΞ

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  6. 6
    ҩऀɺױऀɺΤϯδχΞ ͦΕͧΕ͕ݴ༿Λ͍࣋ͬͯΔ

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  7. 7
    ҩऀɺױऀɺΤϯδχΞ ͦΕͧΕ͕ݴ༿Λ͍࣋ͬͯΔ
    ೤͕͋Δ
    ಄͕΅ʔͬͱ͢Δ
    إ͕੺͍

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  8. 8
    ҩऀɺױऀɺΤϯδχΞ ͦΕͧΕ͕ݴ༿Λ͍࣋ͬͯΔ
    ೤͕͋Δ
    ಄͕΅ʔͬͱ͢Δ
    إ͕੺͍

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  9. 9
    ҩऀɺױऀɺΤϯδχΞ ͦΕͧΕ͕ݴ༿Λ͍࣋ͬͯΔ
    إ໘͕ߚை͍ͯ͠Δ
    ൃ೤͍ͯ͠Δ
    ೤͕͋Δ
    ಄͕΅ʔͬͱ͢Δ
    إ͕੺͍

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  10. 10
    ҩऀɺױऀɺΤϯδχΞ ͦΕͧΕ͕ݴ༿Λ͍࣋ͬͯΔ
    إ໘͕ߚை͍ͯ͠Δ
    ൃ೤͍ͯ͠Δ
    ೤͕͋Δ
    ಄͕΅ʔͬͱ͢Δ
    إ͕੺͍

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  11. 11
    ҩऀɺױऀɺΤϯδχΞ ͦΕͧΕ͕ݴ༿Λ͍࣋ͬͯΔ
    إ໘͕ߚை͍ͯ͠Δ
    ൃ೤͍ͯ͠Δ
    ঱ঢ়ID:256 إ͕੺͍
    පؾID:48 ෩अ
    ೤͕͋Δ
    ಄͕΅ʔͬͱ͢Δ
    إ͕੺͍

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  12. 12
    3ਓͷݴ༿ͷҧ͍
    ҩऀͷݴ༿


    • ઐ໳༻ޠͰɺ֓೦ͱݴ༿͕
    ໌֬ʹඥ෇͍͍ͯΔ


    • ٬؍తͳ؍࡯ʹجͮ͘දݱ


    • ུޠ΍ه߸ͳͲڞ௨ͷ஌ࣝ
    Λ༗͍ͯ͠ΔલఏͰͷձ࿩


    ױऀͷݴ༿


    • ฏқͳݴ༿


    • ओ؍తͳײ֮ʹجͮ͘දݱ


    • දݱํ๏͕ଟ࠼ͰɺٖԻޠ
    ΍म০ޠΛ൐͏


    ΤϯδχΞͷݴ༿


    • DB΍ࣙॻʹରԠ͢Δ߲໨΍
    ೖྗ಺༰ͷ໊دͤ


    • ᐆດ͞Λڐ༰͠ͳ͍


    • ఻ୡͷखஈΑΓɺ࣮༻ੑ΍
    ໢ཏੑ

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  13. 13
    ͦΕͧΕͷݴ༿͸͍ͭ΍ΓऔΓ͞ΕΔ͔ʁ
    ױऀ޲͚αʔϏεͷఏڙ/ར༻
    ໰਍΍࣏ྍ࣌ͳͲͷઆ໌


    ༀࡎͷઆ໌ॻͳͲ
    ҩऀ޲͚αʔϏεͷఏڙ/ར༻

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  14. 14
    Ͳ͏͍ͬͨഔମͰݴ༿͕࿩͞ΕΔ͔ʁ
    ױऀ޲͚αʔϏεͷఏڙ/ར༻
    ໰਍΍࣏ྍ࣌ͳͲͷઆ໌


    ༀࡎͷઆ໌ॻͳͲ
    ҩऀ޲͚αʔϏεͷఏڙ/ར༻
    ిࢠΧϧςɺୀӃαϚϦʔ


    ͓ༀखாɺ঺հঢ়
    αʔϏεͷར༻ϩά


    ݚڀ΍ྟচ͔Βͷ஌ݟ
    ҩऀͱͷίϛϡχέʔγϣϯ


    Blog, SNSͳͲͰͷൃ৴

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  15. 15
    ࣗવݴޠॲཧͷ໾ׂ͸ɺͦΕͧΕͷݴ༿Λ຋༁͢Δ͜ͱ
    • ͦΕͧΕͷݴ༿ͷཪଆ


    • ݴ༿ͷதʹ͸ɺͦΕΛൃͨ͠ਓͷ஌ࣝ΍ཱ৔͕҉ʹؚ·Ε͍ͯΔ


    • ಉ͡೔ຊޠΛ࿩͍ͯͨ͠ͱͯ͠΋ɺ୯ޠͷҙຯ΍ද֓͢೦͕ҟͳΔ͜ͱ͕͋Δ


    • ൃ৴ऀͷݴ༿ͷҙຯΛଊ͑ɺड৴ऀʹ෼͔ΔܗͰ఻͑Δ


    • ױऀ͔Βҩऀɺҩऀ͔Βױऀ΁ͷ఻ୡ


    • ܭࢉػ͕ͦΕΛ࣮ݱ͢Δ্Ͱ͸ɺҰ౓ΤϯδχΞͷݴ༿ʹม׵͢Δ͜ͱ͕ඞཁ


    • ΤϯδχΞͷݴ༿ΛͲ͏ߏங͍͔ͯ͘͠


    • ैདྷ͸ࣙॻ΍ΦϯτϩδʔͰҩྍͷߏ଄Խ͕ߦΘΕ͖͕ͯͨɺͦΕ͕͢΂ͯͰ͸ͳ͍


    • ਓؒͷੈքʹର͢Δݟํͱಉ͡Α͏ʹɺΞοϓσʔτ͍͔ͯ͠ͳ͚Ε͹͍͚ͳ͍


    • COVID-19ͷग़ݱ΋ͦͷҰͭ

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  16. 16
    ͓ༀखா΍঺հঢ়͔Βͷ৘ใநग़

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  17. 17
    • ͓ༀεΩϟϯɺ঺հঢ়εΩϟϯͱ͍͏αʔϏεΛఏڙ


    • ױऀ͞Μ͕࣋ࢀͨ͠ࢴഔମͷ৘ใΛεΩϟϯ͠ɺɹ
    OCRʹΑΔจࣈى͜͠ͱ৘ใநग़


    • ໊લͳͲͷݸਓ৘ใͷϚεΩϯά


    • ͓ༀखாͷจݴͷத͔Βɺॲํ͞Ε͍ͯΔༀࡎΛநग़͢Δ


    • ೔ຊͰॲํ͞Ε͍ͯΔༀࡎ໊͸ط஌ (DBͱͯ͠ଘࡏ)
    ͓ༀखா΍঺հঢ়͔Βͷ৘ใநग़ͱ͸
    ϛϠBMࡉཻ
    Χϩφʔϧৣ 仏௧࣌
    ேன༦ 3แ
    2ৣ
    ҩऀͷݴ༿ → ΤϯδχΞͷݴ༿
    ※ ࢲ͕ण࢘Λ৯΂ͨ൩ʹ


    ң௎Ԍʹͳͬͨͱ͖ͷॲํ

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  18. 18
    ͓ༀεΩϟϯͷॲཧͷྲྀΕ
    1. ࢴΛεΩϟϯ͢Δ


    • ը૾ͱͯ͠औΓࠐΉ


    2. औಘը૾ͷิਖ਼


    • ର৅ྖҬͷநग़ɺ֯౓ͷิਖ਼ɺը૾ͷ௒ղ૾


    3. OCRʹΑΓจࣈͱ࠲ඪ৘ใΛಘΔ


    • ෳ਺୯ҐͰग़ྗ͞ΕΔ͕ɺจࣈ୯ҐͷΈΛར༻


    4. ෦෼จࣈྻΛख͕͔Γʹɺༀࡎ໊Λ࠶ߏ੒͍ͯ͘͠


    • OCRಡΈऔΓϛεͷิਖ਼


    • ࠶ߏ੒ͨ͠จࣈྻͱDBͷༀࡎ໊ͱͷྨࣅ౓Λࢉग़


    • ޡݕग़๷ࢭͳͲͷޙॲཧΛ௥Ճ
    ݱ৔ʹઃஔ͢ΔεΩϟφͱPCͷߏ੒

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  19. 19
    1. ࢴΛεΩϟϯ͢Δ


    • ը૾ͱͯ͠औΓࠐΉ


    2. औಘը૾ͷิਖ਼


    • ର৅ྖҬͷநग़ɺ֯౓ͷิਖ਼ɺը૾ͷ௒ղ૾


    3. OCRʹΑΓจࣈͱ࠲ඪ৘ใΛಘΔ


    • ෳ਺୯ҐͰग़ྗ͞ΕΔ͕ɺจࣈ୯ҐͷΈΛར༻


    4. ෦෼จࣈྻΛख͕͔Γʹɺༀࡎ໊Λ࠶ߏ੒͍ͯ͘͠


    • OCRಡΈऔΓϛεͷิਖ਼


    • ࠶ߏ੒ͨ͠จࣈྻͱDBͷༀࡎ໊ͱͷྨࣅ౓Λࢉग़


    • ޡݕग़๷ࢭͳͲͷޙॲཧΛ௥Ճ
    ͓ༀεΩϟϯͷॲཧͷྲྀΕ
    εΩϟϯը૾͔ΒඞཁͳྖҬ΁

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  20. 20
    x0 y0 x1 y1
    ਍ 20 12 26 18
    ྍ 31 11 37 17
    Պ 42 12 48 18
    ɿ 56 15 62 21
    ಺ 63 12 69 18
    Պ 72 11 78 17
    1. ࢴΛεΩϟϯ͢Δ


    • ը૾ͱͯ͠औΓࠐΉ


    2. औಘը૾ͷิਖ਼


    • ର৅ྖҬͷநग़ɺ֯౓ͷิਖ਼ɺը૾ͷ௒ղ૾


    3. OCRʹΑΓจࣈͱ࠲ඪ৘ใΛಘΔ


    • ෳ਺୯ҐͰग़ྗ͞ΕΔ͕ɺจࣈ୯ҐͷΈΛར༻


    4. ෦෼จࣈྻΛख͕͔Γʹɺༀࡎ໊Λ࠶ߏ੒͍ͯ͘͠


    • OCRಡΈऔΓϛεͷิਖ਼


    • ࠶ߏ੒ͨ͠จࣈྻͱDBͷༀࡎ໊ͱͷྨࣅ౓Λࢉग़


    • ޡݕग़๷ࢭͳͲͷޙॲཧΛ௥Ճ
    ͓ༀεΩϟϯͷॲཧͷྲྀΕ
    ࠷খ୯Ґͷจࣈͱͦͷ࠲ඪΛऔಘ͢Δ

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  21. 21
    1. ࢴΛεΩϟϯ͢Δ


    • ը૾ͱͯ͠औΓࠐΉ


    2. औಘը૾ͷิਖ਼


    • ର৅ྖҬͷநग़ɺ֯౓ͷิਖ਼ɺը૾ͷ௒ղ૾


    3. OCRʹΑΓจࣈͱ࠲ඪ৘ใΛಘΔ


    • ෳ਺୯ҐͰग़ྗ͞ΕΔ͕ɺจࣈ୯ҐͷΈΛར༻


    4. ෦෼จࣈྻΛख͕͔Γʹɺༀࡎ໊Λ࠶ߏ੒͍ͯ͘͠


    • OCRಡΈऔΓϛεͷิਖ਼


    • ࠶ߏ੒ͨ͠จࣈྻͱDBͷༀࡎ໊ͱͷྨࣅ౓Λࢉग़


    • ޡݕग़๷ࢭͳͲͷޙॲཧΛ௥Ճ
    \ϒ ϓ^ \ϩ ޱ^ \ϯ ι^ \ 0 %^
    Χϩφʔϧৣ200
    Χϩφʔϧৣ200
    Χϩφʔϧৣ300
    ίΧʔϧৣ300
    Χϩφʔϧࡉཻ20%
    100%
    90%
    80%
    60%
    Query Documents
    ͓ༀεΩϟϯͷॲཧͷྲྀΕ
    ༀࡎ໊ͷྨࣅ౓ʹΑΓ൑ఆ͢Δ
    Α͋͘ΔಡΈऔΓϛε

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  22. 22
    ϦΞϧσʔλͳΒͰ͸ͷ೉͠͞ͷྫ
    1ͭͷༀࡎʹ2໊ͭલ͕هࡌ͞ΕΔ
    Χϩφʔϧৣ
    ҰൠɿΞητΞϛϊϑΣϯৣNH
    • ઌൃༀ/ޙൃༀͷ۠ผ


    • δΣωϦοΫҩༀ඼ͷ໊લͷԣʹɺݩͱ
    ͳͬͨༀࡎ໊͕ซه͞ΕΔ͜ͱ͕͋Δ


    • ॲํ͞Εͨༀࡎ͸1͕ͭͩɺԿ΋ߟ͑ͣʹ
    நग़͢Δͱ2ͭදࣔ͞ΕΔ


    • ܩઢͷͳ͍ςʔϒϧߏ଄


    • ಥવͷվߦ


    • OCRͱͯ͠͸ߏ଄΍จ຺Λߟྀͨ͠ಡΈ
    औΓΛߦ͑ͳ͍ͷͰɺநग़จࣈྻ͕ҙਤ
    ͨ͠ॱ൪ʹฒ͹ͣɺ෼அ͞ΕΔ
    ҉໧ͷߏ଄Խ
    ϩΩιϓϩϑΣϯφճৣ೔෼
    τϦ΢ϜৣNHʮ
    αϫΠʯ

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  23. 23
    ΞΧσϛοΫํ໘ͷಈ͖΋͋Γɺ੝Γ্͕Γͭͭ͋Δ
    • Document Intelligenceͱ͍͏෼໺


    • Ϗδωεจॻͷߏ଄Խͱ಺༰ཧղΛ໨తͱͨ͠ݚڀ෼໺


    • NeurIPS 2019, KDD 2021Ͱworkshop͕։࠵


    • ۩ମతͳλεΫ


    • υΩϡϝϯτ΍ϨγʔτͷOCRɺࡱӨը૾ͷิਖ਼


    • υΩϡϝϯτͷΧςΰϦࣝผ


    • ςʔϒϧ΍ϑΥʔϜೝࣝͱɺ஋ͷநग़


    • งғؾ


    • จࣈೝࣝ΍OCRͳͲ͸ɺݩʑ͸ICDAR (International Conference on Document Analysis and
    Recognition)Ͱݚڀ͞Ε͖ͯͨ


    • DI͸΋͏গ͠Ϗδωε&Ԡ༻دΓ?

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  24. 24
    ױऀදݱ͔Βͷ঱ঢ়நग़

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  25. 25
    ױऀදݱ͔Βͷ঱ঢ়நग़ͱ͸
    ױऀͷݴ༿ → ΤϯδχΞͷݴ༿
    • ঱ঢ়ͱ͸


    • ױऀ͕ૌ͑Δ਎ମͷҟৗ


    • e.g. ಄͕௧͍ɺ଍͕ۂ͕Βͳ͍ɺԼཀྵ͕ࢭ·Βͳ͍


    • ໰਍ͷೖΓޱͰ͋Γॏཁͳख͕͔Γ


    • ҩऀ͕਍அΛ͢Δ্Ͱͷख͕͔Γ


    • AI໰਍Ubieʹ͓͚Δ঱ঢ়ೖྗ


    • Ωʔϫʔυೖྗ͔Βͷݕࡧ

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  26. 26
    ঱ঢ়ΛͲ͏ѻ͑͹͍͍ʁ
    • ͦ΋ͦ΋঱ঢ়ͬͯԿʁ


    • ۩ମͰߟ͑ͯΈΔͱ……


    • ಄௧ɺෲ௧ɺൃ೤ɺԼཀྵ ͳͲ͸঱ঢ়ɻೣഎɺے೑௧͸ʁ෩अɺ΍͚Ͳɺࠎં͸ʁ


    • ʮ೤͕38℃͋Δʯ͸঱ঢ়͕ͩɺʮ೤͕36℃͋Δʯ͸঱ঢ়Ͱ͸ͳ͍


    • ঱ঢ়Λ໊শ໨࿥తʹهड़͢Δ͜ͱ͸ (͓ͦΒ͘) ෆՄೳ


    • ଟ࠼ͳදݱ΍෇Ճ৘ใ


    • ٖԻޠ/म০ޠɿ಄͕ζΩζΩ௧Ήɺӈ࿬ෲͷޙΖ͋ͨΓ͕௧Ή


    • จ຺΍࣌ؒ৘ใɿ๘ʹࢗ͞Ε͔ͯΒजΕ͕ࢭ·Βͳ͍ɺٸʹ಄͕௧͘ͳͬͨ

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  27. 27
    ܭࢉػ͕ѻ͑ΔܗʹͲ͏ม׵͍͔ͯ͘͠ʁ
    • ਖ਼ղ͸Θ͔Γ·ͤΜ


    • ߏ଄Խͨ͠ޙͷ࢖͍ํ΍λεΫʹΑͬͯɺ͓ͦΒ͘࠷దͳܗ͸มΘΓ͏Δ


    • ൚༻తͳ΋ͷΛ࡞Γ͍͕ͨͰ͖ͳ͍ɺҰͭͣͭ՝୊Λղܾ͍͔ͯ͘͠͠ͳ͍


    • ߟ͑ΒΕΔΞϓϩʔν


    • Ξϓϩʔν1: ݴޠߏ଄ʹண໨͢Δ


    • ঱ঢ়ͷදݱͷ࢓ํʹ͸ύλʔϯ͕͋ΔͩΖ͏ͱԾఆ


    • ঱ঢ়ͱͯ͠࢖ΘΕΔ୯ޠ΍ͦͷ܎Γड͚ߏ଄Λݟ͚ͭύλʔϯԽ͢Δ


    • Ξϓϩʔν2: ݕࡧ΍ػցֶशλεΫͱΈͳ͢


    • ঱ঢ়Λ໢ཏͨࣙ͠ॻ΍Φϯτϩδʔ͸͋Δͱͯ͠ɺͦ͜ʹ౰ͯʹߦ͘


    • ݕࡧͱͯ͠ͷฒͼସ͑λεΫɺ·ͨ͸ଟ஋෼ྨλεΫͱͯ͠

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  28. 28
    Ξϓϩʔν1: ܎Γड͚ղੳʹΑΓओ෦/ड़෦Λൈ͖ग़͢
    *1 https://acro-engineer.hatenablog.com/entry/2019/12/06/120000
    • ܎Γड͚ߏ଄Λݩʹʮ಄ → ௧͍ʯͷΑ͏ͳϑϨʔζΛൈ͖ग़͢


    •ʮGiNZA+ElasticsearchͰ܎Γड͚ݕࡧͷୈҰาʯΛࢀߟ *1


    • ଟ͘ͷ৔߹͸ (෦Ґˠҟৗ) ΍ (ҟৗˠঢ়ଶ) ͷΑ͏ͳܗͰॻ͖ද͞ΕΔ


    • ݻ༗දݱநग़ʹΑΓ෦ҐͳͲͷ෇Ճ৘ใ΋औಘ͢Δ

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  29. 29
    Ξϓϩʔν2: ঱ঢ়Λ໢ཏͨࣙ͠ॻΛݩʹ༧ଌλεΫͱͯ͠ղ͘
    • ઐ໳Ոͷ஌ݟ΍ݚڀ݁ՌΛݩʹɺ࣮༻తͳࣙॻ΍ΦϯτϩδʔΛ૊Έཱ͍ͯͯ͘


    • Ubie͕֤࣋ͭछDB


    • ݚڀྖҬͩͱHuman Phenotype Ontologyͱ͍͏Ҩ఻࣬ױ޲͚ͷදݱܕҟৗͷDB͕͋Δ


    • Ͳͷදݱ͕֘౰͢Δ͔Λ༧ଌ͢ΔλεΫͱͯ͠ղ͘


    • ҙຯ͕͍ۙॱʹฒͼସ্͑ͯҐn݅ΛऔΔ


    • ଟ஋෼ྨͩͱΫϥε਺͕๲େ
    ࡢ೔͔Β಄͕௧͍
    Query
    ID005: ಄ʹইΛෛͬͨ
    ID006: ೤͕͋Δ
    ID007: ඓ͕௧͍
    ID008: ు͖ؾ͕͋Δ
    ID001: ಄͕௧͍
    ID002: ಄͕೤͍
    ID003: ڳ͕௧͍
    ID004: ޙ಄෦͕௧͍
    DataBase

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  30. 30
    ҩྍݴޠॲཧͱυϝΠϯ஌ࣝ

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  31. 31
    ҩྍݴޠॲཧʹ͍ͭͯͷϒϩάهࣄΛॻ͖·ͨ͠
    • ҩྍͱ͍͏ઐ໳ྖҬͷ஌ࣝ͸ඞཁ


    • ஌͍ͬͯΔ͜ͱͰ໰୊Λఆٛ͠΍͘͢ͳΔ


    • ࣙॻ΍IDମܥ͸ҩऀ΋஌Βͳ͍͜ͱ͕͋Δ


    • ෼໺͕ҧͬͯ΋ख๏͸ಉ͡


    • ݴޠॲཧͱ͍͏࿮૊Έ͸ಉ͡


    • ҩྍͱ͍͏ಛघͳσʔλࣄ৘


    • σʔλͷੑ্࣭ͳ͔ͳ͔ެ։͞Εͳ͍


    • σʔλΛ࡞Δίετ͕ҟৗʹߴ͍
    https://yag-ays.github.io/article/mednlp/

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  32. 32
    Vertical AI Startupͱͯ͠ͷ໘ന͞
    • ࣾձతՁ஋ͱݸਓతڵຯͱͷඥ෇͚


    • ҩྍͱ͍͏ڀۃͷࣾձతՁ஋͕͋Δ׆ಈͱɺͦΕΛ࣮ݱ͢ΔͨΊͷελʔτΞοϓͱ͍͏৔


    • ػցֶश΍ࣗવݴޠॲཧͱ͍͏ࣗ਎ͷڵຯ΍εΩϧ


    • ͦͷ2ͭΛඥ෇͚Δ͜ͱͰɺࣗ਎ͷՁ஋ΛߴΊ͍ͯ͘ʢେ໊ٛ෼ͱ΋ݴ͏ʣ


    • λεΫ͕ϢχʔΫͰ໘ന͍


    • SOTAΛ૪͏ઓ͍Ͱ͸ͳ͘ɺ໰୊ͷϢχʔΫ͞΍αʔϏεద༻ͷՁ஋Λ໰ΘΕΔ


    • ϓϨΠϠʔ͕গͳ͍͜ͱ΋͋Γɺະ։ͷ஍͕޿͕͍ͬͯΔ


    • ͋ΒΏΔखஈΛۦ࢖͍ͯ͘͠૯߹ڝٕ


    • ͚ͩ͜͜΍Ε͹͍͍ͱ͍͏΋ͷ͕ແ͘ɺ͋ΒΏΔྖҬΛΧόʔ͠ͳ͚Ε͹͍͚ͳ͍


    • ػցֶशͷલʹɺ·ͣ͸σʔλऩू͔ΒɺͦͷσʔλΛ࡞ΔλεΫઃܭ͔Β


    • ؾܰʹແྗײΛຯΘ͏͜ͱ͕Ͱ͖·͢

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  33. 34
    ·ͱΊ
    • ҩྍݴޠॲཧʹ͸3ͭͷݴ༿͕͋Δ


    • ҩऀͷݴ༿ɺױऀͷݴ༿ɺΤϯδχΞͷݴ༿


    • ͦΕΒͷݴ༿Λޓ͍ʹ຋༁͍ͯ͘͠ͷ͕ɺҩྍݴޠॲཧͷ໾໨


    • ࣄྫ1: ͓ༀखா΍঺հঢ়͔Βͷ৘ใநग़


    • ࣮༻తͳ՝୊ͳ͕Βɺݚڀ΋੝Γ্͕Γͦ͏ͳྖҬͷ࿩


    • ࣄྫ2: ױऀදݱ͔Βͷ঱ঢ়நग़


    • ଊ͑Ͳ͜Ζͷͳ͍ױऀͷࣗ༝ͳදݱΛ͍͔ʹߏ଄Խ͢Δ͔ʁͱ͍͏λεΫઃܭͷ࿩


    • ҩྍݴޠॲཧͱυϝΠϯ஌ࣝ


    • ࣾձతՁ஋ͱݸਓతڵຯͷֻ͚߹Θͤ


    • ্͔ΒԼ·ͰશମΛΧόʔ͢ΔVerticalͳ؀ڥ͔ͩΒͦ͜໘ന͍

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  34. 35
    We Are Hiring!!!
    • ઈࢍ࠾༻தʂ


    • ػցֶशΤϯδχΞ


    • σʔλΤϯδχΞ


    • σʔλΞφϦετ


    • ιϑτ΢ΣΞΤϯδχΞ, etc.


    • ·ͣ͸ؾܰʹΧδϡΞϧ໘ஊ


    • ࣄۀ΍૊৫ɺ։ൃମ੍ͳͲԿͰ΋ʂ


    • Ubie͸ࣾһશһ͕࠾༻׆ಈΛ͍ͯ͠·͢


    • ͲͷࣾһͰ΋ྑ͍ͷͰɺ͓ؾܰʹ͓੠͕͚͘
    ͍ͩ͞


    • https://recruit.ubie.life/engineer


    https://note.com/ubie/n/n454a0d04a1eb

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