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【devsumi2017】人工知能の研究開発チームが
プロダクト・組織をどのように変えたのか

 【devsumi2017】人工知能の研究開発チームが
プロダクト・組織をどのように変えたのか

Developers Summit 2017【16-D-6】の発表資料です。

Kazuki Taniguchi

February 16, 2017
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  1. ਓ޻஌ೳͷݚڀ։ൃνʔϜ͕

    ϓϩμΫτɾ૊৫ΛͲͷΑ͏ʹม͑ͨͷ͔
    גࣜձࣾαΠόʔΤʔδΣϯτ
    ΞυςΫຊ෦ɹ"*-BC
    ୩ޱɹ࿨ً
    ʲ%ʳ%FWFMPQFST4VNNJU
    EFWTVNJ%

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  2. ୩ޱɹ࿨ً
    σʔλαΠΤϯςΟετ
    3%ΤϯδχΞ
    ύλʔϯೝࣝɾػցֶश
    "*-BC!BEUFDITUVEJP
    LB[L!
    \HJUIVC UXJUUFS^

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  3. BEUFDITUVEJP
    ΞυςΫຊ෦ʹ͋Δ

    ໿໊ۙ͘ͷΤϯδχΞ͕ॴଐ͢Δ։ൃ૊৫
    ΞυςΫϊϩδʔʹؔΘΔଟ਺ͷϓϩμΫτͷ։ൃʹैࣄ

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  4. ݚڀ։ൃͱ͸ʁ
    ݚڀ։ൃ 3FTFBSDI%FWFMPQNFOU

    جૅݚڀ Ԡ༻ݚڀ
    ෺ࣄͷجຊݪཧ΍ੑ࣭Λ୳ٻ ࣄۀਪਐͷͨΊʹݚڀΛ׆༻
    جૅݚڀͱԠ༻ݚڀʹ෼ผ
    اۀʹ͓͍ͯಠٕࣗज़΍৽੡඼ͷ։ൃΛ
    ໨తͱͯ͠কདྷͷٕज़తڝ૪ྗΛ୲͏෦໳

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  5. ݚڀ։ൃͷཱͪҐஔ
    ΞυςΫຊ෦ͷݚڀ։ൃ͸ϓϩμΫτԣஅͰԠ༻ݚڀΛߦ͏
    ΠϯϑϥνʔϜ
    ϓϩμΫτ
    $
    ϓϩμΫτ
    %
    ϓϩμΫτ
    &
    ϓϩμΫτ
    '
    ϓϩμΫτ
    "
    ϓϩμΫτ
    #
    ݚڀ։ൃνʔϜ

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  6. ݚڀ։ൃͷཱͪҐஔ
    ݚڀ։ൃ

    νʔϜ
    ஫ྗͷϓϩμΫτͷ৔߹͸಺෦ʹνʔϜΛ࡞Δ͜ͱ΋͋Δ

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  7. ࠓ೔ͷ͓࿩͢Δ͜ͱ
    ݚڀ։ൃ
    νʔϜ
    ڞ௨૊৫ͱͯ͠ͷݚڀ։ൃνʔϜ

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  8. ࠓ೔ͷ͓࿩͢Δ͜ͱ
    ݚڀ։ൃ
    νʔϜ
    ϓϩμΫτͷதͷݚڀ։ൃνʔϜ

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  9. ڞ௨૊৫ͱͯ͠ͷ
    ݚڀ։ൃνʔϜ

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  10. ݚڀ։ൃνʔϜͷུྺ
    ݱࡏ
    ΞυςΫຊ෦ॳͷ্ཱͪ͛
    ݚڀ։ൃ͚ͩͰ͸ͳ͘

    σʔλαΠΤϯεΛڧԽ͢ΔͨΊʹ૊৫มߋ
    ਓ޻஌ೳͷݚڀ։ൃͷ

    ߋͳΔڧԽͷͨΊʹ໊শมߋ

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  11. ݚڀ։ൃνʔϜͷུྺ
    ݱࡏ
    ΞυςΫຊ෦ॳͷ্ཱͪ͛
    ݚڀ։ൃ͚ͩͰ͸ͳ͘

    σʔλαΠΤϯεΛڧԽ͢ΔͨΊʹ૊৫มߋ
    ਓ޻஌ೳͷݚڀ։ൃͷ

    ߋͳΔڧԽͷͨΊʹ໊শมߋ

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  12. ॳͷݚڀ։ൃνʔϜ
    ৽ଔਓ
    ૊৫ͷ
    Ϧςϥγʔ
    σʔλॲཧج൫
    ݚڀ։ൃͷલʹΞυςΫʹؔ͢ΔϏδωε஌͕ࣝܽ೗

    ݚڀςʔϚΛܾఆ͢Δͷʹଟ͘ͷ࣌ؒΛফඅ
    ਺ࣈͱͯ͠,1*ΛݟΔ͜ͱ͸ଟ͔͕ͬͨσʔλΛݟΔͱ͍͏
    ײ͡Ͱ͸ͳ͔ͬͨɺػցֶशʹ͍ͭͯ΋΄ͱΜͲແ஌
    σʔλʹରͯ͠ΫΤϦΛ౤͛ͨΓɺूܭΛͯ͠ϨϙʔτΛ࡞Δ
    γεςϜ͸͕͋ͬͨɺେن໛σʔλΛॲཧ͢Δج൫͕ͳ͔ͬͨ

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  13. σʔλʹڧ͍૊৫࡞Γ

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  14. Ԡ༻ݚڀͱσʔλ
    Ԡ༻ݚڀ͸ࣗ෼ୡͷσʔλ͕͋Δํ͕༗ར
    ΫϦοΫ༧ଌ
    ঎඼Ϩίϝϯυ
    ޿ࠂͷ഑৴ϩά *NQSFTTJPO $MJDL

    Ϣʔβͷߪങཤྺ
    FY

    ΦϯϥΠϯʹఏҊख๏ͷ༗༻ੑΛݕূՄೳͳ఺͸࿦จΛॻ্͘Ͱॏཁ

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  15. ౰࣌ͷσʔλٕज़

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  16. ౰࣌ͷݱ৔ͷσʔλٕज़
    "NB[PO3FETIJGU
    "NB[PO&.3
    ഑৴ϩάͷੜσʔλ͸Tʹอଘ
    ௚ۙͷ഑৴ϩά͸3FETIJGUʹίϐʔɺΫΤϦͰूܭ΍෼ੳΛߦ͏
    ूܭ༻్ʹ)BEPPQ؀ڥͰ)JWF΍$BTDBEJOH
    4DBMB͕ओྲྀͩͬͨͷͰ4DBMEJOHͳͲͷར༻

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  17. ౰࣌ͷσʔλͷ࢖͍ํ
    ,1*ͷूܭϨϙʔτ
    ޿ࠂओ΍୅ཧళʹఏࣔ͢Δ޿ࠂͷ഑৴Ϩϙʔτ
    جຊతʹ͸޿ࠂओ΍ΞυωοτϫʔΫຖʹ,1*Λूܭ
    ޿ࠂͷΩϟϯϖʔϯຖͷޮՌΛϨϙʔτ
    ෼ੳ΍ػցֶशͷͨΊʹ࢖ͬͯΔ͜ͱ͸ͳ͔ͬͨ

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  18. ༧ଌ໰୊
    ͊͞ಛ௃நग़ͩɾɾɾ
    ࠷ߴͷಛ௃Λݟ͚ͭͯ΍Δʂ
    Α͠ɺಛ௃͸0,ʂ
    ͜ΕͰϞσϧΛֶश͢Δͧʂ
    ࣮ࡍͷݱ৔
    Ϩϙʔτʹ࢖Θͳ͍ΧϥϜ͸
    ϩάʹग़ͯ͠ͳ͍Αʁ
    ͑ͬɺͦΕԿʹ࢖͏ͷʁ
    ݁ߏϩάग़͢ͷ໘౗ͩΑɾɾɾ
    ͦΜͳେن໛ͳσʔλΛॲཧ͢Δ
    ج൫ͳΜͯͳ͍ΑɺͲ͏͢Δͷʁ
    ͜ΕͬͯͲ͏΍ͬͯݕূ͢Δͷʁ
    "#ςετʁ഑৴ͷϩδοΫͰʁ

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  19. ༷ʑͳ՝୊
    ͋Δ՝୊ʹରͯ͠σʔλΛ࢖ͬͯղܾͱ͍͏จԽ͕ͳ͔ͬͨ
    େن໛ͳػցֶशΛ࣮ߦͰ͖Δ؀ڥ͕ͳ͔ͬͨ
    ಋೖͨ͠ΞϧΰϦζϜΛݕূ͢Δํ๏͕ͳ͔ͬͨ

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  20. "E5FDI.BYJNT
    ʮܦݧΑΓσʔλΛɻ௚ײΑΓ෼ੳΛɻʯ

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  21. 5BCMFBVͷಋೖ

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  22. ݕূ؀ڥͷ੔උ
    ϩδοΫ"
    ϩδοΫ"
    ϩδοΫ#
    ϩδοΫ$




    $53
    $53
    $53
    $53 (PPE

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  23. Ϋϥ΢υ؀ڥͷॆ࣮
    1VCMJD$MPVE
    1SJWBUF$MPVE

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  24. ݚڀ։ൃνʔϜͷུྺ
    ݱࡏ
    ΞυςΫຊ෦ॳͷ্ཱͪ͛
    ݚڀ։ൃ͚ͩͰ͸ͳ͘

    σʔλαΠΤϯεΛڧԽ͢ΔͨΊʹ૊৫มߋ
    ਓ޻஌ೳͷݚڀ։ൃͷ

    ߋͳΔڧԽͷͨΊʹ໊শมߋ

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  25. σʔλαΠΤϯεͷڧԽ
    σʔλαΠΤϯε
    ϓϩμΫτͱͷ

    ີͳऔΓ૊Έ
    ػցֶशͷ
    ಋೖ͕Ճ଎
    ϓϩμΫτͷσʔλ͔Β՝୊Λൃݟɾվળɾղܾ͢ΔͨΊͷ

    σʔλαΠΤϯεͷεΩϧ͕ॏཁʹ
    ͜Ε·ͰνʔϜͰಈ͍͍ͯͨମ੍͔Β֤ݸਓ͕ϓϩμΫτ΁

    αϙʔτͱ͍͏ܗͰδϣΠϯ͢Δମ੍΁
    ϓϩμΫτͷ։ൃϦιʔεΛར༻Ͱ͖ΔΑ͏ʹͳͬͨ͜ͱ͔Β

    ػցֶशͷಋೖ͕ԁ׈ʹߦ͑ΔΑ͏ʹ

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  26. ϓϩμΫτͱͷڑ཭

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  27. ౰࣌ͷಇ͖ํ
    ݚڀ։ൃνʔϜ
    ϓϩμΫτ" ϓϩμΫτ# ϓϩμΫτ$

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  28. ϓϩμΫτͱͷڑ཭
    ໨ඪઃఆΛߦ͏৔ॴ
    ϓϩμΫτͷϝϯόʔͱ͍Δ࣌ؒ
    ϓϩμΫτ
    ݚڀ։ൃνʔϜ
    ୹͍ ௕͍
    ԕ͍
    ͍ۙ

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  29. ϓϩμΫτͱͷڑ཭
    ಋೖͷεϐʔυ ૣ͍ ஗͍
    ͍ۙ ԕ͍
    ϓϩμΫτͱͷڑ཭
    ՝୊ͷཧղ
    ਂ͘ཧղͰ͖Δ
    ਅͷ՝୊Λଊ͑΍͍͢
    ཧղ͕ઙ͍
    ਅͷ՝୊Λଊ͑ʹ͍͘

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  30. ϓϩμΫτͷཱ৔
    ୹ظతʙதظతͳ໨ඪ
    w ଍ݩͷ਺ࣈ ച্ɾརӹɾίετ

    w ࣍ͷ਺ࣈΛ࡞͍ͬͯͨ͘Ίͷܭը
    w ڝ߹Λҙࣝͨ͠ػೳ։ൃɺࠩผԽઓུ
    ݱࡏ

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  31. ϓϩμΫτͷཱ৔
    ݚڀ։ൃΛߦ͏ϝϯόʔ΋ϓϩμΫτͷதͰ΍ͬͯ΄͍͠
    جຊతʹ͸৽͍͠ΞϧΰϦζϜΛ࣍ʑͱಋೖ͍ͨ͠

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  32. ݚڀ։ൃνʔϜͷཱ৔
    தظతʙ௕ظతͳ໨ඪ
    w ϓϩμΫτͷ࣍ͷ෢ثʹͳΔٕज़తڝ૪ྗͷ४උ
    w ૊৫શମΛݟͨ௕ظతͳݚڀ։ൃͷܭը
    w جૅݚڀ
    ݱࡏ

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  33. ݚڀ։ൃνʔϜͷཱ৔
    جຊతʹ͸ϓϩμΫτͱಉ͡ߟ͑
    ͏·͍ٕͬͨ͘ज़͕͋Ε͹ଞͷϓϩμΫτͰ΋ར༻͍ͨ͠ͱ͍͏ߟ͑
    ૊৫શମͷ՝୊ͷͻͱͭͱ͍͏ೝࣝ
    ʴ

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  34. ྑ͍ڑ཭
    ϓϩμΫτ
    ϝϯόʔ
    ຊਓ
    ϓϩμΫτ
    ੹೚ऀ
    ୈࡾऀ
    ݚڀ։ൃଆ

    ໨ඪઃఆʹୈࡾऀΛؚΊͯߟ͑Δ
    w ຊਓ͸ϓϩμΫτͱ͍ۙڑ཭Ͱ࢓ࣄͨ͠ํ͕ྑ͍
    w த௕ظతͳ໨ඪΛཱͯΔͨΊʹୈࡾऀͱ໨ඪΛܾΊΔ
    w ୈࡾऀ͸͜͜Ͱ։ൃٕͨ͠ज़Λԣల։Ͱ͖Δ͔ߟ͑Δ

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  35. ٕज़ͷ৘ใڞ༗
    ୈࡾऀ΁ͷґଘΛݮΒ͢
    w ֤ϓϩμΫτͰͷऔΓ૊ΈͳͲΛ৘ใڞ༗͢Δ
    w ϊ΢ϋ΢Λ஝ੵͯ࣍͠ͷ՝୊ͷղܾͷޮ཰ԽΛਤΔ

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  36. ࣾ಺ͷ৘ใڞ༗ͷ࢓૊Έ
    BEUFDIEFWFMPQFSTDPOGFSFODF
    BEUFDITUVEJPͷΤϯδχΞ͕શһࢀՃ
    Ұ೥ؒͰར༻ٕͨ͠ज़ΛଞϓϩμΫτʹڞ༗͢Δ৔

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  37. ݚڀ։ൃνʔϜͷུྺ
    ݱࡏ
    ΞυςΫຊ෦ॳͷ্ཱͪ͛
    ݚڀ։ൃ͚ͩͰ͸ͳ͘

    σʔλαΠΤϯεΛڧԽ͢ΔͨΊʹ૊৫มߋ
    ਓ޻஌ೳͷݚڀ։ൃͷ

    ߋͳΔڧԽͷͨΊʹ໊শมߋ

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  38. ਓ޻஌ೳͷݚڀ։ൃڧԽ
    ݚڀςʔϚͷ
    ໌֬Խ
    ࢈ֶ࿈ܞͷڧԽ
    ࠾༻ͷڧԽ
    কདྷͷٕज़తڝ૪ྗΛߴΊΔͨΊݚڀ։ൃͷॏཁੑ্͕ঢ
    ςʔϚΛ໌֬Խ͢Δ͜ͱͰݚڀ։ൃΛՃ଎
    ݚڀ։ൃΛ͞ΒʹՃ଎ͤ͞ΔͨΊʹେֶͷڭत΍ݚڀһΛ

    ΞυόΠβʔͱͯ͠টᡈɺڞಉݚڀ΋ෳ਺݅։࢝
    ΤϯδχΞ͚ͩͷ࠾༻͔Βݚڀһͷ࠾༻Λ։࢝
    εΩϧηοτͷఆٛ΍ධՁํ๏ͳͲΛݕ౼

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  39. ݚڀ஌ࣝͷෆ଍

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  40. ࣄۀͷଟ༷Խ
    ޿ࠂ୅ཧళ
    ϒϥϯσΟϯά޿ࠂ
    Ґஔ৘ใ
    ಈը޿ࠂ

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  41. ݚڀͷଟ༷Խ
    ޿ࠂ୅ཧళ
    ϒϥϯσΟϯά޿ࠂ
    Ґஔ৘ใ
    ಈը޿ࠂ
    ਺ཧ࠷దԽ
    ҼՌਪ࿦
    ౷ܭϞσϦϯά
    ಈը૾ॲཧ

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  42. ୲౰ൣғͷ֦େ
    ৽͍ٕ͠ज़Λֶ΂Δʂ
    ษڧ͠ͳ͍ͱ͍͚ͳ͍ͳɾɾɾ
    ҼՌਪ࿦
    ౷ܭϞσϦϯά
    ػցֶश

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  43. ֶश΍ݚڀͷޮ཰Խ
    ৽͍ٕ͠ज़ΛֶशͰ͖Δػձ͕ग़དྷΔ͜ͱ͸ૉ੖Β͍͠
    ΑΓޮ཰తʹֶश΍ݚڀΛਐΊΔ͜ͱ͕ग़དྷͳ͍ͩΖ͏͔ʁ

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  44. ࢈ֶ࿈ܞͷڧԽ
    ࢈ֶ࿈ܞ
    ڭत
    ݚڀһ
    ֶੜ ֶੜ
    ݚڀһ ݚڀһ
    ݚڀһ
    اۀ

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  45. "*-BCͷ࢈ֶ࿈ܞ

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  46. ࢈ֶ࿈ܞͷछྨ
    ڞಉݚڀ ΞυόΠβʔܖ໿
    ࿈ܞઌͷઌੜ΍ֶੜͱاۀଆͷ
    ݚڀςʔϚΛਐΊ͍ͯ͘
    اۀଆͷ୲౰ऀ͸ݚڀͷਐḿͱ
    ໨ඪઃఆΛߦ͍ͬͯΔ
    ࿈ܞઌͷઌੜ΍ݚڀһʹͪ͜Βͷ
    ݚڀʹؔ͢ΔΞυόΠεΛఆظత

    ʹ͍ͨͩ͘
    ઌੜʹ͸ઐ໳෼໺ʹؔ͢ΔߨٛΛ
    ࣾ಺Ͱߦͬͯ΋Β͏

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  47. ΞυόΠβʔܖ໿
    ݄dͷϖʔεͰߨٛΛ࣮ࢪ

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  48. ࢈ֶ࿈ܞͷޮՌ
    ઌੜͷߨٛΛ௨ͯ͠৽͍ٕ͠ज़ΛֶशͰ͖Δػձ͕૿͑ͨ
    ࣗ෼ୡ͚ͩͰ͸ग़དྷͳ͍ΑΓߴ౓ͳݚڀΛਐΊΔ͜ͱ͕ग़དྷΔΑ͏ʹͳͬͨ
    ࣾ֎͔Βʮ͋ͷઌੜͱݚڀΛɾɾɾʯͱ੠Λ͔͚ΒΕΔΑ͏ʹͳͬͨ

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  49. ڞ௨૊৫ͱͯ͠ͷݚڀ։ൃνʔϜ
    σʔλΛ༻͍ͨ՝୊ղܾΛ૊৫શମͰଅਐ
    ଟ਺ͷݚڀ෼໺Ͱ༗ࣝऀͱͷ࿈ܞΛڧԽ
    ϓϩμΫτͱୈࡾऀΛؚΊͨ໨ඪઃఆ

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  50. ϓϩμΫτͷதͷ
    ݚڀ։ൃνʔϜ

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  51. ϓϩμΫτͷ঺հ
    εϚϗήʔϜʹಛԽͨ͠Ϣʔβʔ਺ɺΞϓϦͷച্ɺ
    -57Λ࠷େԽ͢ΔϦλʔήςΟϯάϓϩμΫτ

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  52. ϓϩμΫτͷϝϯόʔߏ੒
    ։ൃ Ϗδωε
    ݚڀ։ൃνʔϜ

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  53. ޿ࠂ഑৴ͷ࢓૊Έ
    Ҿ༻ɿϚΠΫϩΞυʢIUUQTXXXNJDSPBEDPKQTFSWJDFQMBUGPSNJOOPWBUJWFQIQʣ
    ʮେྔʹɺߴ଎ʹɺޮ཰ྑ͘ʯ͕ٻΊΒΕΔ

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  54. ΞϧΰϦζϜͷॏཁੑ
    ͜ͷ঎඼Ͱ͜ͷϝσΟΞͳΒ̋̋ԁͰೖࡳ
    ͜ͷ঎඼ ϝσΟΞ Ϣʔβ ੑผ ʜ
    ͳΒ̋̋ԁͰೖࡳ
    ΞϧΰϦζϜͷํ͕ࡉཻ͔͍౓Ͱޮ཰ྑ͘ධՁ͢Δ͜ͱ͕Մೳ
    ਓؒ
    ΞϧΰϦζϜ

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  55. ϓϩμΫτ΁ͷ

    ཧղͷଅਐ

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  56. ͋Δ೔ͷ.5(
    ͜͏͍͏՝୊͕͋Γ·ͯ͠ɾɾɾ
    ϩδοΫͰͲ͏ʹ͔ͳΓ·ͤΜ͔ʁ
    ϩδοΫʁʁʁ
    ʁʁʁʁ
    ϚδοΫϫʔυʮϩδοΫʯ஀ੜ
    Ϗδωεϝϯόʔ
    ࣗ෼

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  57. Կ͕ྑ͘ͳ͔ͬͨͷ͔ʁ
    ΞϧΰϦζϜͷϒϥοΫϘοΫεԽ
    w ΞϧΰϦζϜࣗମΛઆ໌͢Δͷ͕݁ߏେมͩͬͨ
    w ʮΘ͔Βͳ͍͜ͱʯʹ͸ϚδοΫϫʔυ͕෇͖΍͍͢
    ਓ޻஌ೳ΍ػցֶशʹର͢Δೝࣝ
    w ͜ΕΒͷٕज़ʹର͢Δʮ೉ͦ͠͏ʯͱ͍͏ݻఆ֓೦
    w ࣗ෼ୡʹ͸ͦͷྖҬͰԿ΋ग़དྷͳ͍ͱࢥ͍ࠐΜͰͨ

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  58. ΞϧΰϦζϜͷઆ໌

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  59. ڞ௨ݴޠΛ૿΍͢

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  60. ϝϯόʔͱϩδοΫΛߟ͑Δ
    ͜͏͍͏σʔλ͕ग़ͯΔ͔Β
    ͜ͷಛ௃ຖʹೖࡳΛม͑ΕΔͱྑ͍ͱࢥ͏͚ͩͲͲ͏ͩΖ͏ʁ
    ࠓಈ͔ͯ͠ΔϞσϧ͕վળ͢ΔͳΒͦΕͰ΋͍͍Ͷʂ
    ͡Ό͋͜ͷσʔλΛϞσϧʹམͱͯ͠
    ೖࡳʹ൓өͤͯ͞Έ·͠ΐ͏͔ʂ
    Ϗδωεϝϯόʔ
    ࣗ෼
    ϚδοΫϫʔυʮϩδοΫʯফ໓

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  61. Կ͕มΘͬͨͷ͔ʁ
    Ϗδωεϝϯόʔ
    ʮɾɾɾͱ͍͏՝୊ʯ
    ʮ͜ͷลΓͷσʔλΛݟΔͱؔ܎͋Γͦ͏ʯ
    ʮೖࡳʹ൓өͤͯ͜͞ͷ,1*Λ্͍͛ͨʯ
    ϩδοΫΛҰॹʹߟ͑Δ͜ͱͰ͓ޓ͍ͷ࢓ࣄ͕ཧղͰ͖ͨ
    ֬౓ͷߴ͍Ծઆ͔Βຊ൪·Ͱͷಋೖͷεϐʔυ্͕͕ͬͨ

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  62. Ϗδωεʹ͓͚Δػցֶश
    ਓ͕ग़དྷΔ͜ͱΛ೔࣌ؒશҊ݅ʹదԠͰ͖Δ
    ܾͯ͠ػցֶशΛ΍Ε͹উखʹ,1*͕޲্͢ΔΘ͚Ͱ͸ͳ͍
    ͋͘·Ͱਓͷ΄͏͕༏लɺͦΕͰ্هʹ֘౰͢Δ΋ͷΛ୅ସͰ͖Δ

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  63. ·ͱΊ

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  64. ڞ௨૊৫ͱͯ͠ͷݚڀ։ൃνʔϜ
    σʔλͱ
    ૊৫จԽ
    ϓϩμΫτͱͷ
    ڑ཭
    ݚڀ஌ࣝͷ
    ෆ଍
    ૊৫શମͰͷจԽܗ੒ɺ༷ʑͳٕज़ΛऔΓೖΕͯɺ
    ΑΓσʔλΛ׆༻Ͱ͖Δ૊৫ʹมԽ
    ୈࡾऀΛઃ͚Δ͜ͱͰϓϩμΫτͱͷڑ཭͸ۙ͘ɺٕज़͸
    ΑΓ޿͘૊৫ʹ׆༻Ͱ͖Δମ੍
    ࣾ֎ͷ༗ࣝऀͷڠྗΛಘΔ͜ͱͰଟछଟ༷ͳݚڀ෼໺ʹ
    ରԠͰ͖Δ૊৫Λܗ੒

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  65. ϓϩμΫτͷதͷݚڀ։ൃνʔϜ
    ڞ௨ݴޠ
    ΞϧΰϦζϜͷ
    ཧղ
    ػցֶशͷ
    ೝࣝ
    Ϗδωεϝϯόʔ΍։ൃϝϯόʔ͕ݟͯ΋Θ͔ΔݴޠΛ
    ૿΍͢͜ͱͰίϛϡχέʔγϣϯίετΛԼ͛Δ
    ΞϧΰϦζϜͷجຊతͳߟ͑ํΛཧղͯ͠΋Β͏͜ͱͰɺ
    ҰॹʹϩδοΫΛߟ͍͚͑ͯΔΑ͏ʹͳΔ
    Ϗδωεʹ͓͍ͯػցֶश͸ΑΓ༏लͳਓ͕ؒग़དྷΔ͜ͱΛ
    ೔࣌ؒશҊ݅ʹదԠͰ͖Δ

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  66. Ξϯέʔτͷ͝هೖʹ
    ͝ڠྗ͍ͩ͘͞

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  67. ࣭͝໰ͷ͋Δํ͸
    "TLUIF4QFBLFS·Ͱ

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  68. ͝ਗ਼ௌ
    ͋Γ͕ͱ͏͍͟͝·ͨ͠

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  69. View Slide