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インターネット、スマートフォン。 10年ごとの新技術。 そして今我々はいかにして 機械学習プロジェクトを マネージメントしていくべきか。/ DevLOVEX

インターネット、スマートフォン。 10年ごとの新技術。 そして今我々はいかにして 機械学習プロジェクトを マネージメントしていくべきか。/ DevLOVEX

KASUYA, Daisuke

June 22, 2019
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  1. ΠϯλʔωοτɺεϚʔτϑΥϯɻ
    ೥͝ͱͷ৽ٕज़ɻ
    ͦͯ͠ࠓզʑ͸͍͔ʹͯ͠
    ػցֶशϓϩδΣΫτΛ
    Ϛωʔδϝϯτ͍ͯ͘͠΂͖͔ɻ

    %FW-07&9
    גࣜձࣾ͸ͯͳcപ୩େี JEEBJLTZ

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  2. ࣗݾ঺հ
    w പ୩େี JEEBJLTZ!EBJLTZ

    w גࣜձࣾ͸ͯͳ.BDLFSFMνʔϜσΟϨΫλʔ
    w גࣜձࣾτϚϧόΤϯδχΞ૊৫։ൃࢧԉ
    w $IBUXPSLגࣜձࣾݱ৔Ϛωʔδϟࢧԉ
    w ೝఆεΫϥϜϚελʔ

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  3. %FW-07&೥
    ͓ΊͰͱ͏͍͟͝·͢ʂ

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  4. ੜ·Εͯ͸͡Ίͯͷ-5
    ೥݄
    ΄΅೥

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  5. %FW-07&ؔ੢
    ॳొஃ
    ೥݄

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  6. ུྺ
    w ೥େֶଔۀޙ৽ଔೖࣾ4&4ɻ
    w ೥࠷ॳͷస৬ɻ4&4ɻ೥Ͱ౗࢈ɻ
    w ೥౓໨ͷస৬ɻৗறઌʹरΘΕΔɻडୗ։ൃɻ
    w ೥౓໨ͷస৬ɻιʔγϟϧήʔϜ։ൃɻ
    w ೥౓໨ͷస৬ɻݱ৬ɻ
    w ۀքྺ೥ɻ%FW-07&໿ճ෼ɻ

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  7. ৽ଔೖࣾ࣌ ೥લ

    w ब৬ණՏظ
    w ৬ۀϓϩάϥϚσϏϡʔ͸$0#0-
    w ௨ۈ͔͹ΜͷதʹϑϩοϐʔσΟεΫຕ͘Β͍ೖͬͯ
    ͨʢத਎͸ςΩετΤσΟλͳͲͷศརπʔϧʣ
    w +BWBͷҊ͕݅૿͑࢝Ίͨͷ͸͜ͷ͘Β͍͔Βʁ

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  8. ৽ଔೖࣾ࣌ ೥લ

    w େֶੜͷͱ͖ʹܞଳి࿩ɻੈͷதతʹ͸1)4͕ओྲྀʁ
    w εϚϑΥ͸Ө΋ܗ΋ଘࡏ͠ͳ͔ͬͨɻ
    w ΠϯλʔωοτΛੜۀΛ͍ͯ͠ΔΤϯδχΞ͸ͨͿΜগ
    ਺ɻ
    w झຯͰϨϯλϧαʔόʔΛआΓͯʮϗʔϜϖʔδʯ࡞ͬͯ
    ͨɻѨ෦׮ͷ΍ͭΈ͍ͨͳͷɻ

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  9. ೥ ೥લ

    w ιʔγϟϧήʔϜ։ൃ
    w ͜ͷࠒ͸·ͩϑΟʔνϟʔϑΥϯʢΨϥέʔʣओྲྀ
    w ͦΖͦΖεϚϑΥରԠ͍ͨ͠Ͷͱ͔ݴͬͯͨ
    w ͦͷޙ೥͘Β͍ͰεϚϑΥ͕ओྲྀʹʢҰॠͩͬͨʣ

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  10. ೥ ೥લ

    w ΠϯλʔωοτΛੜۀʹ͢Δͷ͸ׂͱ౰ͨΓલɻۀ຿Ξ
    ϓϦ΋8FCϒϥ΢βͰಈ͘ɻ
    w ˢ৽ଔͷࠒ͸༡ͼΈ͍ͨͳײͩͬͨ͡ͷʹͶ
    w εϚϑΥΞϓϦΤϯδχΞͱ͍͏৽͍͠৬छ
    w ˢ৽ଔͷࠒʹ͸૝૾΋Ͱ͖ͳ͔ͬͨ৬छͰ͢Ͷ

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  11. ೥ ݱ୅

    w 4BB4αʔϏεͷσΟϨΫλʔ
    w ػցֶशϓϩδΣΫτͷϚωʔδϝϯτ΋΍Δ
    w ˢιʔγϟϧήʔϜ࣌୅ʹ࢓ࣄͰ͜Μͳ͜ͱ΍ͬͯΔͱ͸
    ૝૾ͯ͠ͳ͔ͬͨ

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  12. ະདྷ
    w ೥ޙɻ೥ɻ ࡀ

    w ೥ޙɻ೥ɻ ࡀ

    w ఆ೥͕ࡀͱԾఆʢͨͿΜࡀͱ͔ʹͳͬͯͦ͏͚ͩͲ
    w ͋ͱ ճ࢓ࣄͷݱ৔ʹະ஌ͷٕज़͕ొ৔ͦ͠͏

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  13. ະདྷ
    w ྔࢠίϯϐϡʔλʔ
    w ʮ͍ͩ͘͠ʔ͞Μɻ·ͩϊΠϚϯܕίϯϐϡʔλͳΜͯ
    ৮ͬͯΔΜͰ͔͢ʁΫεΫεʯ

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  14. ͭΒ͘ͳ͖ͬͯͨʜ

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  15. ͜͜ͰλΠτϧ

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  16. ΠϯλʔωοτɺεϚʔτϑΥϯɻ
    ೥͝ͱͷ৽ٕज़ɻ
    ͦͯ͠ࠓզʑ͸͍͔ʹͯ͠
    ػցֶशϓϩδΣΫτΛ
    Ϛωʔδϝϯτ͍ͯ͘͠΂͖͔ɻ

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  17. Πϯλʔωοτ
    εϚʔτϑΥϯ
    ػցֶश
    ͜Ε·Ͱͷ໿೥͸
    ͳΜͱ͔ͳ͖ͬͯͨ

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  18. ͜ͷௐࢠͰ࢒Γͷ೥
    ΋ͳΜͱ͔
    ΍͍͖ͬͯ·͠ΐ͏

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  19. ػցֶशͷ
    Ϛωʔδϝϯτ

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  20. .BDLFSFMͷ
    ϩʔϧ಺ҟৗݕ஌

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  21. ػցֶशΛ࢖ͬͨ։ൃ
    ͸͡Ίͯͷܦݧ

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  22. Կ΋Θ͔Βͳ͍ͷͰ
    ษڧͯ͠ΈΔ

    ͨ·ͨ·ਖ਼݄ٳΈͷ࣌ظͩͬͨ

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  23. https://github.com/hatena/Hatena-Textbook

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  24. ػցֶशϚωʔδϝϯτ
    ͷϙΠϯτ

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  25. ෆ࣮֬ੑͷଊ͑ํ

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  26. https://tech.nikkeibp.co.jp/it/article/COLUMN/20131001/508039/

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  27. Ұൠతͳιϑτ΢ΤΞ։ൃ͸
    ޙ޻ఔʹ͍͘ʹͭΕͯ
    ࣮֬ੑ͕૿͢

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  28. ػցֶशϓϩδΣΫτ͸
    ऴ൫ʹ΋͏Ұ౓ࢁ͕๚ΕΔ

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  29. ςετ޻ఔͰͷ
    ࢼߦࡨޡ

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  30. .BDLFSFMͷ৔߹

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  31. ։ൃॳظ
    w ࣾ಺ͷো֐ࣄྫΛऩू
    w ͞·͟·ͳΞϧΰϦζϜΛ౰ͯ͸ΊͯϓϩτλΠϓ࣮૷
    w ೉қ౓΍ܭࢉྔͷഽײ֮Λ཈͑Δ
    w ͍ΘΏΔ1P$ 1SPPGPG$PODFQU
    ͱݺ͹ΕΔϑΣʔζ

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  32. ։ൃॳظ
    w ΞϧΰϦζϜͷબఆ৚݅
    w ݁Ռʹରͯ͠આ໌ՄೳͰ͋Δ͜ͱ
    w ػցֶशͷઐ໳ՈҎ֎ʹ΋ཧղ͕༰қͰ͋Δ͜ͱ

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  33. https://www.slideshare.net/syou6162/mackerel-108429592

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  34. ։ൃऴ൫
    w ޡݕ஌ͱͷઓ͍
    w හײ͗ͯ͢ҟৗͰ͸ͳ͍ͷʹݕ஌͞ΕΔ
    w ಷײ͗ͯ͢ҟৗΛݕ஌͠ͳ͍
    w ਓؒͷ௚ײͱҰக͢ΔΑ͏ʹνϡʔχϯά

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  35. ͜͏͍ͬͨಛੑʹ
    ରͯ͠զʑ͸Ͳ͏ରॲ͢Ε͹
    Α͍ͷ͔ʁ

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  36. CRIPS-DM(CRoss-Industry Standard Process for Data Mining)
    https://dev.classmethod.jp/business/business-analytics/data-analysis-crisp-dm/

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  37. ΞδϟΠϧ։ൃ
    • “The New New Product Development Game” (1986೥, ໺தҮ࣍࿠)

    ◦ ৽੡඼։ൃͷϓϩδΣΫτ؅ཧʹ͍ͭͯͷ࿦จ

    ◦ ͜ͷ࿦จʹΠϯεύΠΞ͞ΕͯɺδΣϑɾαβʔϥϯυ͕εΫϥϜ
    ΛମܥԽ
    ◦ ۃΊͯෆ࣮֬ੑͷߴ͍։ൃϓϩδΣΫτΛ؅ཧ͢ΔͨΊͷख๏͕େ
    ݩͷग़ࣗ


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  38. ήʔϜ։ൃ
    • ͓΋͠Ζ͞Λ௥ٻ͢Δࢼߦࡨޡ͸ػցֶशͷνϡʔχϯάͷ޻ఔͱΑ
    ͘ࣅ͍ͯΔ
    • ఆྔతͳ඼࣭ࢦඪͱਓؒͷ௚ײͱͷόϥϯγϯά
    • CEDECͳͲͰࣄྫ͕දʹग़͖ͯͭͭ͋Δ

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  39. ৽͍͠ύϥμΠϜͷ
    ಛ௃Λଊ͑Δֶश

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  40. طଘͷzਓྨͷӥஐzΛ
    ୳Δ

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  41. ֶशͷ໨తͱ
    ֶशൣғͷղ૾౓

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  42. ؔ਺ܕݴޠͷֶश
    ϓϩάϥϚͱͯ͠

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  43. ػցֶशͷֶश
    Ϛωʔδϟͱͯ͠

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  44. ৽͍͠ύϥμΠϜ͸
    νϟϯε

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  45. ઌߦऀརӹ

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  46. ݱࡏͷ໨ඪ
    ػցֶशϚωʔδϝϯτͷ
    ஌ݟΛମܥԽͯ͠
    ػցֶश޻ֶͷ෼໺ͰߩݙͰ͖ͳ͍͔

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  47. https://speakerdeck.com/twada/understanding-the-spiral-of-technologies?slide=10
    ٕज़બఆͷ৹ඒ؟6OEFSTUBOEJOHUIF4QJSBMPG5FDIOPMPHJFTc!U@XBEB

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  48. ࣗ෼ͷಘҙ෼໺ͱ
    ৽͍͠ύϥμΠϜΛ
    ૊Έ߹ΘͤΔ

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  49. w͋ͱ೥͘Β͍ͳΜͱ͔΍Εͦ͏ͳ
    ؾ͕͢Δ

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  50. ·ͱΊ
    w ΤϯδχΞਓੜͰ͸਺ճඞͣʮੈքͷେมԽʯ͕ى͖Δ
    w ֶशͷղ૾౓ͱࣗ෼ͷཱ৔Λ͏·͘߹ΘͤΔ
    w ࣗ෼ͷಘҙ෼໺ͷ্ʹ৽͍͠มԽΛੵΈ্͛Δ
    w աڈͷਓྨͷӥஐΛ৴͡Δ

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