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学習エンジンがうなりを上げているチームの作り方 / How to build a team with a learning engine humming along

YukihiroChiba
February 27, 2023

学習エンジンがうなりを上げているチームの作り方 / How to build a team with a learning engine humming along

YukihiroChiba

February 27, 2023
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  1. ֶशΤϯδϯ͕
    ͏ͳΓΛ্͍͛ͯΔνʔϜͷ࡞Γํ
    ઍ༿޾޺ʢνόϢΩʣ
    Ϋϥεϝιουגࣜձࣾ"84ࣄۀຊ෦
    ίϯαϧςΟϯά෦Ϛωʔδϟʔ

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  2. ຊηογϣϯͰ͓࿩͢͠Δ͜ͱ
    ๏ ֶशΤϯδϯ͋Δঢ়ଶͱ͸ͲΜͳ΋ͷ͔
    ๏ ֶशΤϯδϯΛཁૉ෼ղ͢Δ
    ๏ ֶशΤϯδϯΛνʔϜͰճͨ͢Ίʹେࣄͳͷ͸Կ͔

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  3. ࣗݾ঺հ
    ઍ༿޾޺
    νόϢΩ

    ⿣ ೥݄ೖࣾ
    ⿣ ೥݄νʔϜϚωʔδϟʔʹɻ
    ⿣ ೥݄ΑΓΞιγΤΠτϨϕϧ
    ϝϯόʔͷνʔϜͷϚωʔδϟʔʹɻ
    ֶशΤϯδϯΛճ͖ͯ͠·ͨ͠

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  4. ֶशΤϯδϯ͕͋Δঢ়ଶɺ
    ͳ͍ঢ়ଶ

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  5. ֶशΤϯδϯͱ͸Կ͔ʁ
    ๏ ʮֶशΤϯδϯʯ
    ๏ ͳΜͱͳ͘ҙຯ͸Θ͔Δ͚ͲͲ͏͍͏ҙຯʁ
    ๏ ຊηογϣϯͰ͸ҎԼͷ௨Γఆٛ͠·͢
    ࣗൃతָ͔ͭ͠Έͳ͕Β
    ɹֶशͰ͖ΔϚΠϯυ͓ΑͼͦͷγεςϜ

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  6. զʑʹ͸໨ࢦ͢ͱ͜Ζ͕͋Δ
    ๏ Έͳ͞Μ΋ؚΊͯɺզʑʹ͸໨ࢦ͢ͱ͜Ζ͕͋Δ
    ๏ ྫ͑͹
    ๏ ʮ"84ͷεΩϧ͕਎ʹ͍͍ͭͯΔʯ
    ๏ ʮҊ݅ରԠΛͰ͖͍ͯΔʯ
    ૣ͘ண͖͍ͨ
    େ੎Ͱ޲͔͍͍ͨ

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  7. ֶशΤϯδϯ͕ͳ͍ঢ়ଶ
    ๏ ֶशΤϯδϯ͕ͳ͍ঢ়ଶ
    ๏ ਐΉͨΊʹ͸୭͔ʹԡͯ͠΋Β͏ඞཁ͕͋Δ

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  8. ֶशΤϯδϯ͕ͳ͍νʔϜ
    ๏ ϝϯόʔʹֶशΤϯδϯ͕ͳ͍ͱࠔΔ
    ๏ ԡ͢ଆʹճΕΔਓ਺ʹ͸ݶք͕͋Δ
    ͧΖʜ
    ͧΖʜ

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  9. ֶशΤϯδϯ͕͋Δঢ়ଶ
    ๏ ֶशΤϯδϯ͕͋Δঢ়ଶ
    ๏ ࣗ཯తʹ໨ඪʹ޲͔͍ͬͯͬͯ͘ΕΔ

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  10. ͜ͷঢ়ଶΛ໨ࢦ͍ͨ͠
    ๏ ֤ʑ͕࠷େ଎౓Ͱࣗ཯తʹ໨ඪʹ޲͔͍ͬͯͬͯ͘ΕΔ

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  11. ֶशΤϯδϯΛ౥ࡌ͢Δʹ͸ʁ
    ๏ Ͳ͏ͨ͠ΒֶशΤϯδϯ͕౥ࡌ͞ΕΔͷ͔ʁ

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  12. ֶशΤϯδϯΛߏ੒͢Δ΋ͷ

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  13. ֶशΤϯδϯͷػߏ
    ๏ ֶशΤϯδϯ͕ػೳ͢Δʹ͸ҎԼͷ྆ํ͕ඞཁ
    ๏ Τϯδϯͦͷ΋ͷ
    ๏ ΤϯδϯΛಈ͔͢೩ྉ

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  14. ֶशΤϯδϯͷػߏ
    ๏ ֶशΤϯδϯ͕ػೳ͢Δʹ͸ҎԼͷ྆ํ͕ඞཁ
    ๏ Τϯδϯͦͷ΋ͷ
    ๏ ΤϯδϯΛಈ͔͢೩ྉ
    ֶशαΠΫϧ Ϟνϕʔγϣϯ

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  15. <ֶशΤϯδϯͷػߏ>
    ֶशαΠΫϧ

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  16. ֶशαΠΫϧ
    ๏ ֶशΤϯδϯ͸͜ͷ͕ͭαΠΫϧΛճ͢͜ͱͰ
    ಈྗΛಘ͍ͯΔ
    ͲΕ͔͕͚ܽͯ΋ճΔ͚Ͳ
    ૊Έ߹Θ͕ͬͨ࣌͞Ұ൪ڧ͍

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  17. ֶशαΠΫϧɿΠϯϓοτ
    ๏ ֶशΤϯδϯ͸͜ͷ͕ͭαΠΫϧΛճ͢͜ͱͰ
    ಈྗΛಘ͍ͯΔ
    Πϯϓοτ
    wެࣜυΩϡϝϯτΛಡΉ
    wτϨʔχϯάΛड͚Δ
    wษڧձʹࢀՃ͢Δ
    wࢿ֨ษڧΛ͢Δ
    wҊ݅ͷυΩϡϝϯτΛಡΉ
    wʜʜ

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  18. ֶशαΠΫϧɿ࣮ફ
    ๏ ֶशΤϯδϯ͸͜ͷ͕ͭαΠΫϧΛճ͢͜ͱͰ
    ಈྗΛಘ͍ͯΔ
    ࣮ફ
    wखΛಈ͔͢
    w΍ͬͯΈΔ
    wݕূ͢Δ
    wઃܭͯ͠ΈΔ
    wʜʜ

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  19. ֶशαΠΫϧɿΞ΢τϓοτ
    ๏ ֶशΤϯδϯ͸͜ͷ͕ͭαΠΫϧΛճ͢͜ͱͰ
    ಈྗΛಘ͍ͯΔ
    wϒϩάΛॻ͘
    wࢿ֨औಘ͢Δ
    w8JLJʹ·ͱΊΔ
    wษڧձΛ։࠵͢Δ
    w୭͔ʹڭ͑Δ
    wҊ݅ରԠͷ੒Ռ
    wʜʜ
    Ξ΢τϓοτ

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  20. ֶशαΠΫϧΛճ͢ʹ͸
    ๏ ݸਓͷֶशαΠΫϧͷճసΛଅ͢ʹ͸ʁ
    ๏ ͦͷɿػձͷ૑ग़
    wࣾ಺υΩϡϝϯτͷ֦ॆ
    wτϨʔχϯάͷडߨิॿ
    wࢿ֨औಘิॿ
    wษڧձ։࠵ิॿ
    wʜʜ
    wݸਓ༻ݕূ؀ڥͷఏڙ
    wҊ݅ͷػձ૑ग़
    w΍ͬͯΈΔ͕Ͱ͖ΔจԽ
    wʜʜ
    wاۀϒϩά
    wࢿ֨औಘิॿ
    wࣾ಺φϨοδϙʔλϧ
    wษڧձ։࠵ิॿ
    wʜʜ

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  21. ֶशαΠΫϧΛճ͢ʹ͸
    ๏ ݸਓͷֶशαΠΫϧͷճసΛଅ͢ʹ͸ʁ
    ๏ ͦͷɿ঑ྭʢˠ֎ൃతϞνϕʔγϣϯʣ
    Ϟνϕʔγϣϯͷ࿩΁

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  22. <ֶशΤϯδϯΛճ͢೩ྉ>
    Ϟνϕʔγϣϯ

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  23. ֶशΤϯδϯΛճ͢೩ྉɿϞνϕʔγϣϯ
    ๏ Ϟνϕʔγϣϯʹ͸छྨ͋Δ
    ๏ ֎ൃతϞνϕʔγϣϯ
    ๏ ಺ൃతϞνϕʔγϣϯ

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  24. ֶशΤϯδϯΛճ͢೩ྉɿ֎ൃతϞνϕʔγϣϯ
    ๏ Ϟνϕʔγϣϯʹ͸छྨ͋Δ
    ๏ ֎ൃతϞνϕʔγϣϯ
    ๏ ಺ൃతϞνϕʔγϣϯ
    ֎ൃతϞνϕʔγϣϯ
    wϊϧϚ
    wڧ੍
    wใु
    wධՁ
    w঑ྭ
    wײँ
    wʜʜ

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  25. ֶशΤϯδϯΛճ͢೩ྉɿ಺ൃతϞνϕʔγϣϯ
    ๏ Ϟνϕʔγϣϯʹ͸छྨ͋Δ
    ๏ ֎ൃతϞνϕʔγϣϯ
    ๏ ಺ൃతϞνϕʔγϣϯ
    ಺ൃతϞνϕʔγϣϯ
    wڵຯ
    wٕज़͕޷͖
    wָ͍͠
    w୳ڀ৺
    wʜʜ

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  26. ֶशΤϯδϯΛճ͢೩ྉɿ֎ൃతͱ಺ൃత
    ๏ ಺ൃతϞνϕʔγϣϯͷํ͕ಛʹॏཁ
    ๏ ͕ͩ֎ൃతϞνϕʔγϣϯ΋େࣄ
    ͖͔͚ͬ͸֎ൃతͰ΋
    ಺ൃతͳϞνϕʔγϣϯΛ
    ݺͼى͜͢͜ͱ΋͋Δ
    ֎తཁҼʹΑͬͯࠨӈ͞ΕΔ
    ࣗൃతʹ্༙͖͕ͬͯ͘Δ΋ͷ

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  27. ϞνϕʔγϣϯͰ
    ֶशαΠΫϧΛճ͢

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  28. ϞνϕʔγϣϯͱֶशαΠΫϧ
    ๏ ϞνϕʔγϣϯͱֶशαΠΫϧ

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  29. ϞνϕʔγϣϯͱֶशαΠΫϧ
    ๏ ϞνϕʔγϣϯͱֶशαΠΫϧ
    ָ͍͔͠Βֶश͢Δ
    ֶश͢Δͱָ͍͠ w৽͍͜͠ͱ஌Δͷָ͍͠
    wखΛಈ͔͢ͷָ͍͠
    wΞ΢τϓοτ͢Δͷָ͍͠

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  30. ֶशΤϯδϯΛ
    ೾ٴͤ͞Δʹ͸

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  31. νʔϜͰҰਓֶ͚ͩशΤϯδϯ͕͋ͬͯ΋ऐ͍͠
    ๏ ϝϯόʔؒͰΤϯδϯʹ͕ࠩ͋Δͱ޾ͤʹͳΓͮΒ͍
    ͧΖʜ
    ͧΖʜ

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  32. ֶशΤϯδϯ͕͏ͳΓΛ্͍͛ͯΔνʔϜ
    ๏ ૬ޓʹ͍͍ӨڹΛ༩͑߹ͬͯཉ͍͠

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  33. ϞνϕʔγϣϯͱֶशαΠΫϧ
    ๏ ೾ٴʹ͓͍ͯ͜ΕΒͷཁૉͷதͰ࠷΋େࣄͳͷ͸ʁ

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  34. ϞνϕʔγϣϯͱֶशαΠΫϧ
    ๏ ೾ٴʹ͓͍ͯ͜ΕΒͷཁૉͷதͰ࠷΋େࣄͳͷ͸ʁ
    ๏ ͻͱ͚ͭͩଞͷཁૉͱ໌֬ͳҧ͍͕͋Δ΋ͷ͕͋Γ·͢

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  35. ϞνϕʔγϣϯͱֶशαΠΫϧ
    ๏ Ξ΢τϓοτ͚ͩ͸ݸਓʹด͡ͳ͍
    ๏ ଞऀʹӨڹΛ༩͑ΒΕΔ
    Ξ΢τϓοτ

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  36. Ξ΢τϓοτʹΑΔଞऀͷֶशΤϯδϯ΁ͷׯব
    ๏ Ξ΢τϓοτ͚ͩ͸ݸਓʹด͡ͳ͍
    ๏ ଞऀʹӨڹΛ༩͑ΒΕΔ
    "͞ΜͷֶशΤϯδϯ
    #͞ΜͷֶशΤϯδϯ

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  37. Ξ΢τϓοτʹΑΔଞऀͷֶशΤϯδϯ΁ͷׯব
    ๏ Ξ΢τϓοτ͚ͩ͸ݸਓʹด͡ͳ͍
    ๏ ଞऀʹӨڹΛ༩͑ΒΕΔ
    ྫʣϝϯόʔͷ੒Ռʹ
    Αͬͯ৮ൃ͞ΕΔ
    ྫʣΠϯϓοτ͕
    ޮ཰Α͘Ͱ͖Δɺ
    ڭ͑ͯ΋Β͑Δ
    ྫʣΞ΢τϓοτ΁ͷ
    ϑΟʔυόοΫʹΑͬͯ
    ΍Δؾ͕ग़Δ

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  38. ֶशΤϯδϯ͕͏ͳΓΛ্͍͛ͯΔνʔϜ
    ๏ Ξ΢τϓοτΛ௨ֶͨ͡शΤϯδϯͷ૬ޓ࡞༻
    ๏ Ϟνϕʔγϣϯͷҡ࣋ɺػձͷ૑ग़

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  39. Ξ΢τϓοτʹΑͬͯ͸ΑΓ޿ൣғʹ೾ٴ
    ๏ Ξ΢τϓοτ͢Δͱ͜Ζʹਓɾ৘ใ͸ू·Δ
    ๏ ϑΟʔυόοΫ΍ػձͷ૿ՃɺֶशΤϯδϯͷ͋Δਓࡐͷ֫ಘ
    Ξ΢τϓοτ
    νʔϜ಺
    ෦ॺ಺
    ձࣾ಺
    ձࣾ֎

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  40. ·ͱΊ

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  41. ·ͱΊ
    ๏ ֶशΤϯδϯΛߏ੒͢Δͷ͸ֶशαΠΫϧͱ
    Ϟνϕʔγϣϯ
    ๏ ػձͷ૑ग़ͱϞνϕʔγϣϯͷ޲্ʹΑͬͯ
    ֶशΤϯδϯ͕εϜʔζʹճΔΑ͏ʹ͠Α͏
    ๏ Ξ΢τϓοτֶ͕शΤϯδϯͷ೾ٴͷΧΪ

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