【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。

Transcript

1. ਓ޻஌ೳͷݚڀ։ൃνʔϜ͕

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

   View Slide

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

   View Slide

3. 
   BEUFDITUVEJP
   ΞυςΫຊ෦ʹ͋Δ

   ໿໊ۙ͘ͷΤϯδχΞ͕ॴଐ͢Δ։ൃ૊৫
   ΞυςΫϊϩδʔʹؔΘΔଟ਺ͷϓϩμΫτͷ։ൃʹैࣄ
   

   View Slide

4. 
   ݚڀ։ൃͱ͸ʁ
   ݚڀ։ൃ 3FTFBSDI%FWFMPQNFOU
   
   جૅݚڀ Ԡ༻ݚڀ
   ෺ࣄͷجຊݪཧ΍ੑ࣭Λ୳ٻ ࣄۀਪਐͷͨΊʹݚڀΛ׆༻
   جૅݚڀͱԠ༻ݚڀʹ෼ผ
   اۀʹ͓͍ͯಠٕࣗज़΍৽੡඼ͷ։ൃΛ
   ໨తͱͯ͠কདྷͷٕज़తڝ૪ྗΛ୲͏෦໳
   

   View Slide

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

   View Slide

6. 
   ݚڀ։ൃͷཱͪҐஔ
   ݚڀ։ൃ

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

   View Slide

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

   View Slide

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

   View Slide

9. ڞ௨૊৫ͱͯ͠ͷ
   ݚڀ։ൃνʔϜ
   

   View Slide

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

    σʔλαΠΤϯεΛڧԽ͢ΔͨΊʹ૊৫มߋ
    ਓ޻஌ೳͷݚڀ։ൃͷ

    ߋͳΔڧԽͷͨΊʹ໊শมߋ
    

    View Slide

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

    σʔλαΠΤϯεΛڧԽ͢ΔͨΊʹ૊৫มߋ
    ਓ޻஌ೳͷݚڀ։ൃͷ

    ߋͳΔڧԽͷͨΊʹ໊শมߋ
    

    View Slide

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

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

    View Slide

13. σʔλʹڧ͍૊৫࡞Γ
    

    View Slide

14. 
    Ԡ༻ݚڀͱσʔλ
    Ԡ༻ݚڀ͸ࣗ෼ୡͷσʔλ͕͋Δํ͕༗ར
    ΫϦοΫ༧ଌ
    ঎඼Ϩίϝϯυ
    ޿ࠂͷ഑৴ϩά *NQSFTTJPO $MJDL
    
    Ϣʔβͷߪങཤྺ
    FY
    
    ΦϯϥΠϯʹఏҊख๏ͷ༗༻ੑΛݕূՄೳͳ఺͸࿦จΛॻ্͘Ͱॏཁ
    

    View Slide

15. 
    ౰࣌ͷσʔλٕज़
    

    View Slide

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

    View Slide

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

    View Slide

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
    

    View Slide

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

    View Slide

20. 
    "E5FDI.BYJNT
    ʮܦݧΑΓσʔλΛɻ௚ײΑΓ෼ੳΛɻʯ
    

    View Slide

21. 
    5BCMFBVͷಋೖ
    

    View Slide

22. 
    ݕূ؀ڥͷ੔උ
    ϩδοΫ"
    ϩδοΫ"
    ϩδοΫ#
    ϩδοΫ$
    
    
    
    
    $53
    $53
    $53
    $53 (PPE
    

    View Slide

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

    View Slide

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

    σʔλαΠΤϯεΛڧԽ͢ΔͨΊʹ૊৫มߋ
    ਓ޻஌ೳͷݚڀ։ൃͷ

    ߋͳΔڧԽͷͨΊʹ໊শมߋ
    

    View Slide

25. 
    σʔλαΠΤϯεͷڧԽ
    σʔλαΠΤϯε
    ϓϩμΫτͱͷ

    ີͳऔΓ૊Έ
    ػցֶशͷ
    ಋೖ͕Ճ଎
    ϓϩμΫτͷσʔλ͔Β՝୊Λൃݟɾվળɾղܾ͢ΔͨΊͷ

    σʔλαΠΤϯεͷεΩϧ͕ॏཁʹ
    ͜Ε·ͰνʔϜͰಈ͍͍ͯͨମ੍͔Β֤ݸਓ͕ϓϩμΫτ΁

    αϙʔτͱ͍͏ܗͰδϣΠϯ͢Δମ੍΁
    ϓϩμΫτͷ։ൃϦιʔεΛར༻Ͱ͖ΔΑ͏ʹͳͬͨ͜ͱ͔Β

    ػցֶशͷಋೖ͕ԁ׈ʹߦ͑ΔΑ͏ʹ
    

    View Slide

26. ϓϩμΫτͱͷڑ཭
    

    View Slide

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

    View Slide

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

    View Slide

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

    View Slide

30. 
    ϓϩμΫτͷཱ৔
    ୹ظతʙதظతͳ໨ඪ
    w ଍ݩͷ਺ࣈ ച্ɾརӹɾίετ
    
    w ࣍ͷ਺ࣈΛ࡞͍ͬͯͨ͘Ίͷܭը
    w ڝ߹Λҙࣝͨ͠ػೳ։ൃɺࠩผԽઓུ
    ݱࡏ
    

    View Slide

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

    View Slide

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

    View Slide

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

    View Slide

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
    

    View Slide

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

    View Slide

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

    View Slide

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

    σʔλαΠΤϯεΛڧԽ͢ΔͨΊʹ૊৫มߋ
    ਓ޻஌ೳͷݚڀ։ൃͷ

    ߋͳΔڧԽͷͨΊʹ໊শมߋ
    

    View Slide

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

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

    View Slide

39. ݚڀ஌ࣝͷෆ଍
    

    View Slide

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

    View Slide

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

    View Slide

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

    View Slide

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

    View Slide

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

    View Slide

45. 
    "*-BCͷ࢈ֶ࿈ܞ
    

    View Slide

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

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

    View Slide

47. 
    ΞυόΠβʔܖ໿
    ݄dͷϖʔεͰߨٛΛ࣮ࢪ
    

    View Slide

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

    View Slide

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

    View Slide

50. ϓϩμΫτͷதͷ
    ݚڀ։ൃνʔϜ
    

    View Slide

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

    View Slide

52. 
    ϓϩμΫτͷϝϯόʔߏ੒
    ։ൃ Ϗδωε
    ݚڀ։ൃνʔϜ
    

    View Slide

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

    View Slide

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

    View Slide

55. ϓϩμΫτ΁ͷ

    ཧղͷଅਐ
    

    View Slide

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

    View Slide

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

    View Slide

58. 
    ΞϧΰϦζϜͷઆ໌
    

    View Slide

59. 
    ڞ௨ݴޠΛ૿΍͢
    

    View Slide

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

    View Slide

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

    View Slide

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

    View Slide

63. ·ͱΊ
    

    View Slide

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੒
    

    View Slide

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

    View Slide

66. Ξϯέʔτͷ͝هೖʹ
    ͝ڠྗ͍ͩ͘͞
    

    View Slide

67. ࣭͝໰ͷ͋Δํ͸
    "TLUIF4QFBLFS·Ͱ
    

    View Slide

68. ͝ਗ਼ௌ
    ͋Γ͕ͱ͏͍͟͝·ͨ͠
    

    View Slide

69. View Slide