Upgrade to Pro — share decks privately, control downloads, hide ads and more …

Python/機械学習のざっくり用語解説

yasubei
July 06, 2019

 Python/機械学習のざっくり用語解説

2019/07/06にPythonBeginners沖縄でLTを行ったときの資料です
・プログラミング初心者向け用語
・Python初心者向け用語
・データ分析初心者向け用語

yasubei

July 06, 2019
Tweet

More Decks by yasubei

Other Decks in Science

Transcript


  1. ि
    ͷ
    Θ
    ͔
    Β
    Μ


    ༻ޠ͕
    Θ͔ΒΜ
    1ZUIPO#FHJOOFSTԭೄΦʔΨφΠβʔ
    ΍͢΂͐

    View Slide

  2. ࣗݾ঺հ
    :BTVCFJ ΍͢΂͐

    ZBTVCFJUXJ
    ZBTVIBSVTV[VLJ
    IUUQTIVHLVODPN
    ΤϯδχΞͰ͢ɻ
    ࡳຈͰήʔϜ։ൃ೥ɹˠɹԭೄͰ։ൃ෼ੳͳͲΛ೥
    )VHLVOͱ)VHLVO%BUBͱ͍͏ձࣾ΍ͬͯ·͢ɻ
    اۀ͞Μͱֶੜ͞ΜͱҰॹʹ࢓ࣄͯ͠8JO8JO8JOͳؔ܎Λங͘ͷ͕޷͖Ͱ͢ɻ
    ࠷ۙ͸ମॏͷ૿Ճʹ೰ΜͰ͓Γɺʮ1Z%BUB0LJOBXBʯͰొஃͨ͠ͱ͖ͷը૾͕ʮσϒʯͰ
    γϣοΫΛड͚͍ͯΔ
    ίϦ΋ͤͣμΠΤοτΛ։࢝͢Δ΋ɺ͓ͦΒ͘௕ଓ͖͸͠ͳ͍ͱࢥΘΕΔ

    View Slide

  3. ͦͷ࣌ͷը૾͕ͪ͜Β

    View Slide

  4. :"#"*ʜʂʂ

    View Slide

  5. ͜Ε͸΋͏ʮσϒʯͰ͢Ͷ

    View Slide

  6. ͪͳΈʹ໿̏೥લ

    View Slide

  7. ࡉ͍ স

    ͪͳ໺ٿ෦ স

    View Slide

  8. ͜ͷ೥ؒͷମॏͷਪҠ͸͜Μͳײ͡
    ͚ͩ͜͜΂͖෼෍
    ΍͹͍
    ະདྷ͕Ͳ͏ͳΔ͔ઢܗճؼͯ͠Έͨ͘ͳΓ·͢ΑͶʁʢѹྗ

    View Slide

  9. ͱ͍͏Θ͚Ͱ1ZUIPOͰઢܗճؼˍՄࢹԽ
    ֶशޙʹ೥ઌ·Ͱਪ࿦ͯ͠Έ·ͨ͠
    ೥Ҏ্ઌͱ༧૝͞
    Εͨମॏʹୡͯ͠
    ͍Δͷ͸ϠόΠ

    View Slide

  10. ͱ͜ΖͰҎԼͷ༻ޠΘ͔Γ·͔ͨ͠ʁ
    ɾ΂͖෼෍
    ɾઢܗճؼ
    ɾՄࢹԽ
    ɾֶशʗਪ࿦

    View Slide

  11. ࠓ೔ͷ͓୊

    View Slide

  12. ࠓ೔ͷ͓୊
    ༻ޠղઆͰ͢ɻ
    ϑΝϧγͷϧγ͕ίΫʔ
    ϯͰύʔδʜ
    ೔ຊޠͰ0,

    View Slide

  13. 1ZUIPO#FHJOOFSTͷΞϯέʔτͰ࣌ʑ
    ʮ༻ޠͷղઆΛͯ͠ཉ͍͠ʯ
    ͱ͋ΔͷͰͦΕΛ΍Ζ͏͔ͳͱࢥ͍·͢ʔ

    View Slide

  14. "HFOEB
    ର৅ऀ
    ϓϩάϥϛϯάॳ৺ऀ޲͚༻ޠ
    1ZUIPOॳ৺ऀ޲͚༻ޠ
    σʔλ෼ੳॳ৺ऀ޲͚༻ޠ
    ·ͱΊ
    Θ͔ΒΜઌੜγϦʔζ

    View Slide

  15. ର৅ऀ
    Θ
    ͔
    Β
    Μ

    View Slide

  16. ର৅ऀ
    ɾϓϩάϥϛϯάॳ৺ऀ
    ɾ1ZUIPOॳ৺ऀ
    ɾσʔλ෼ੳॳ৺ऀ

    View Slide

  17. ର৅ऀͷ1ZUIPOϨϕϧ
    ೖ໳ɹɹ#FHJOOFS
    ॳڃɹɹ&MFNFOUBSZ
    தڃɹɹ*OUFSNFEJBUF
    ४্ڃɹ6QQFS*OUFSNFEJBUF
    ্ڃɹɹ"EWBODFE
    ͨͿΜ͜ͷล
    1ZUIPO͸·ͬͨ͘ͷॳΊͯͱ͍͏ਓ͔Β
    ػցֶशͷ͜ͱΛ΋͏গֶ͠ͼ͍ͨਓ·Ͱ

    View Slide

  18. ·ͣ͸׬શʹཧղͰ͖ͳͯ͘΋
    Πϝʔδ͢Δ͜ͱ͕େࣄͰ͢

    View Slide

  19. Ώͬ͘ΓσΟεΧογϣϯ͠
    ͳ͕ΒਐΊ͍ͨͱࢥ͍ͬͯΔ
    ͷͰԕྀͳ࣭͘໰Լ͍͞

    View Slide

  20. ϓϩάϥϛϯάॳ৺ऀ޲͚༻ޠ
    Θ
    ͔
    Β
    Μ

    View Slide

  21. ϓϩάϥϛϯάॳ৺ऀʹ
    ·ͣΦεεϝ͍ͨ͠ͷ͸ʜʂ

    View Slide

  22. ձ৔ఏڙ͋Γ͕ͱ͏͍͟͝·͢ʂ

    View Slide

  23. ϓϩάϥϛϯά͸ࣗओֶश͕େ੾
    ςΫϊϩδʔ͸ৗʹਐԽ͍ͯ͠·͢
    ֶश͢Δश׳Λ਎ʹ͚ͭΔ͜ͱ͕େ੾Ͱ͢

    View Slide

  24. ͱ͸ݴ͑ࠓ೔͸Α࣭͘໰Λड͚Δ༻ޠʹ͍ͭͯ
    ͓࿩͢ΔͷͰؾܰʹฉ͍ͯ͠·͍·͠ΐ͏͆

    View Slide

  25. ͲΕฉ͖͍ͨʁ ɾТɾ

    "1*
    (&51045

    (JU(JUIVC $6*(6*
    %PDLFS #JH%BUB %#
    .Z42-

    ීஈಛʹઆ໌ແ͠Ͱ࢖ͬͯΔ༻ޠΛத৺ʹ
    औΓ্͛ͯ·͢

    View Slide

  26. "1*ʹ͍ͭͯ
    "1*
    (&51045

    (JU(JUIVC $6*(6*
    %PDLFS #JH%BUB %#
    .Z42-

    ·ͣΠϝʔδΛ͔ͭΈ·͠ΐ͏ʙ

    View Slide

  27. "1*ͱ͸ʁ
    "QQSJDBUJPO1SPHSBNNJOH*OUFSGBDF

    ΠϯλʔϑΣΠεͱ͸ʮԿ͔ʯͱʮԿ͔ʯΛܨ͙΋ͷ
    "1*͸γεςϜͱར༻ऀΛܨ͙
    ར༻ऀ "1* γεςϜ

    View Slide

  28. ྫɿఱؾΛ஌Γ͍ͨ৔߹
    ར༻ऀ "1* γεςϜ
    ఱؾΞϓϦىಈ
    ఱؾڭ͑ͯʙ ఱؾ৘ใΛݕࡧ
    ਓ޻Ӵ੕͔ΒͷσʔλΛ
    ղੳ͓ͯ͘͠
    ݁ՌΛऔಘ
    ΞϓϦͰදࣔ
    ͜Μͳײ͡ ɾТɾ

    View Slide

  29. ྫɿ%BSL4LZ"1*ͷ৔߹
    %BSL4LZ"1*0WFSWJFXIUUQTEBSLTLZOFUEFWEPDT
    ͜Μͳ࢓༷͕ॻ͍ͯ͋Γ·͢

    View Slide

  30. ӳޠۤखͳਓ͸
    %BSL4LZ"1*0WFSWJFXIUUQTEBSLTLZOFUEFWEPDT
    (PPHMF຋༁࢖͍·͠ΐ͏

    View Slide

  31. ΋͘͠͸
    IUUQTRJJUBDPNNBTVSBP1SPHJUFNTECDCBCC
    ೔ຊޠͷղઆαΠτΛ
    ୳ͯ͠Έ·͠ΐ͏

    View Slide

  32. "1*ͷୟ͖ํ
    %BSL4LZ"1*0WFSWJFXIUUQTEBSLTLZOFUEFWEPDT
    ͳͲͷม਺ͷ෦෼͸࣮ࡍͷ஋Λ
    ೖΕΔͱ͜Μͳײ͡Ͱ͢
    ͜ΕΛDVSMίϚϯυͰୟ͔͘
    ϒϥ΢βͰ։͖·͢
    "1*͕σʔλΛฦ͠·͢
    χϡʔϤʔΫ͸ӍͷΑ͏Ͱ͢

    View Slide

  33. "1*·ͱΊ
    "QQSJDBUJPO1SPHSBNNJOH*OUFSGBDF

    "1*͸γεςϜͱར༻ऀΛܨ͙΋ͷ
    ར༻ऀ "1* γεςϜ

    View Slide

  34. (JU(JUIVCʹ͍ͭͯ
    "1*
    (&51045

    (JU(JUIVC $6*(6*
    %PDLFS #JH%BUB %#
    .Z42-

    ·ͣΠϝʔδΛ͔ͭΈ·͠ΐ͏ʙ

    View Slide

  35. (JUͱ͸ʁ
    ΈΜͳͰฤूͨ͠ιʔεϑΝΠϧͷ͏ͪͲΕ͕࠷৽͔Λ؅ཧͯ͠ όʔδϣϯ؅ཧͱݴ͍·͢

    Ұॹʹฤूͪ͠Όͬͨ΋ͷΛ·ͱΊΔ Ϛʔδ͢Δͱݴ͍·͢
    ͨΊͷπʔϧͰ͢
    TBGFUYU DPOGUYU
    ߋ৽
    ڝ߹

    View Slide

  36. ͓͢͢ΊͷεϥΠυ
    63-IUUQTXXXTMJEFTIBSFOFUETVLFUHJU

    View Slide

  37. Ξϯνύλʔϯ

    View Slide

  38. Ξϯνύλʔϯ

    View Slide

  39. ͜Μͳ෩ʹͯ͘͠Ε·͢
    Θ͔Βͳ͍ͱ͜Ζ͸εϥΠυΛΈ͍ͯͩ͘͞ ʆŋТŋ
    ʎ

    View Slide

  40. ΑΓৄ͘͠͸ҎԼͷαΠτ͕
    ࢀߟʹͳΓ·͢
    63-IUUQTCBDLMPHDPNKBHJUUVUPSJBM

    View Slide

  41. (JUIVC
    ؆୯ʹݴ͏ͱ(JUͷػೳΛ࣋ͬͨαΠτͰ͢
    ػೳ͕͍Ζ͍Ζ͋Γ·͢ʢ͜͜Ͱ͸ࡉ͔͘આ໌͠·ͤΜʣ
    ଞʹ΋HJUMBCDPN΋(JUͷػೳΛ͍࣋ͬͯ·͢ɻ

    View Slide

  42. (JU·ͱΊ
    (JU͸ιʔεϑΝΠϧͷόʔδϣϯ؅ཧπʔϧͰ͢ɻ
    (JUIVC͸(JUͷػೳΛ༗ͨ͠αΠτͰ͢ɻ
    TBGFUYU DPOGUYU
    ߋ৽
    ڝ߹

    View Slide

  43. ͲΕฉ͖͍ͨʁ ɾТɾ

    "1*
    (&51045

    (JU(JUIVC $6*(6*
    %PDLFS #JH%BUB %#
    .Z42-

    View Slide

  44. $6*ͱ͸ʁ
    จࣈ͚ͩͷ΍ͭͰ͢
    $PNNBOEMJOF6TFS*OUFSGBDF

    View Slide

  45. (6*ͱ͸ʁ
    ֆͷ΍ͭͰ͢
    (SBQIJDBM6TFS*OUFSGBDF

    View Slide

  46. $6*(6*·ͱΊ
    จࣈ͚ͩͷ΍ͭͰ͢
    ֆͷ΍ͭͰ͢
    $6*
    (6*

    View Slide

  47. %PDLFSͱ͸ʁ
    "1*
    (&51045

    (JU(JUIVC $6*(6*
    %PDLFS #JH%BUB %#
    .Z42-

    View Slide

  48. %PDLFSͱ͸ʁ
    ·͍͊Ζ͍Ζޠฐ͸͋Γ·͕͢؆୯ʹݴͬͯ͠·͏ͱ
    04ͷதͰผͷ04Λಈ͔ٕ͢ज़Ͱ͢ͶʢԾ૝Խͱ͍͍·͢ʣ
    .BD
    -JOVY
    -JOVY
    -JOVY
    -JOVY
    -JOVY
    -JOVY
    -JOVY
    -JOVY
    -JOVY

    View Slide

  49. -JOVY
    ͳͥ%PDLFSΛ࢖͏ͷ͔ʁ
    .BD
    -JOVY
    -JOVY
    8JOEPXT
    -JOVY
    -JOVY
    -JOVY
    -JOVY
    -JOVY
    -JOVY
    -JOVY
    -JOVY
    -JOVY
    -JOVY
    -JOVY
    -JOVY
    -JOVY
    -JOVY
    -JOVY
    ɾ֤؀ڥͰ04ʹґଘͤͣʹखܰʹ؀ڥߏங
    ɾεέʔϧΞ΢τ͢Δ࢓૊Έ΋͋Δ
    ຊ൪αʔόʔ
    ։ൃऀ"
    ։ൃऀ#
    ։ൃऀ$
    εέʔϧΞ΢τ

    View Slide

  50. %PDLFS·ͱΊ
    04ͷதͰผͷ04Λಈ͔ٕ͢ज़Ͱ͢ʢޠฐ͋Γʣ
    ࢖͓ͬͯ͘ͱศརͳͷͰ։ൃݱ৔Ͱ͸ඞम߲໨ʹͳͬͯདྷ͍ͯ·͢
    .BD
    -JOVY
    -JOVY
    -JOVY
    -JOVY
    -JOVY
    -JOVY
    -JOVY
    -JOVY
    -JOVY

    View Slide

  51. #JH%BUB
    "1*
    (&51045

    (JU(JUIVC $6*(6*
    %PDLFS #JH%BUB %#
    .Z42-

    View Slide

  52. #JH%BUBͱ͸ʁ
    Ұൠతͳσʔλ؅ཧɾॲཧιϑτ΢ΣΞ
    Ͱѻ͏͜ͱ͕ࠔ೉ͳ΄ͲڊେͰෳࡶͳ
    σʔλͷू߹Λද͢༻ޠ
    XJLJIUUQTKBXJLJQFEJBPSHXJLJϏοΫσʔλ

    View Slide

  53. ݸਓతʹΘ͔Γ΍͍͢#JH%BUBͷఆٛ
    &YDFMͰ։͚ͳ͘ͳͬͨΒ
    #JH%BUB

    View Slide

  54. #JH%BUB·ͱΊ
    ɾେ͖ͳσʔλͷ͜ͱ
    ɾ&YDFMͰ։͚ͳ͘ͳͬͨΒ༗ྗ

    View Slide

  55. %# .Z42-
    ͱ͸ʁ
    "1*
    (&51045

    (JU(JUIVC $6*(6*
    %PDLFS #JH%BUB %#
    .Z42-

    View Slide

  56. %#ͱ͸ʁ
    ݕࡧ΍஝ੵ͕༰қʹͰ͖ΔΑ͏੔ཧ͞Ε
    ͨ৘ใͷू·Γɻ
    XJLJIUUQTKBXJLJQFEJBPSHXJLJσʔλϕʔε

    View Slide

  57. %#ͱ͸ʁ
    XJLJͷઆ໌͸ݴ༿ͷҙຯͱͯ͠͸ਖ਼͍͠
    ͨͩɺιϑτ΢ΣΞ։ൃʹ͓͍ͯ͸3%#.4Λࢦ
    ͢͜ͱ͕ଟ͍

    View Slide

  58. 3%#.4ͱ͸ʁ
    3FMBUJPOBM%BUBCBTF.BOBHFNFOU4ZTUFN

    XJLJIUUQTKBXJLJQFEJBPSHXJLJؔ܎σʔλϕʔε
    ͜Μͳײ͡ͷද͕ೖ͍ͬͯΔ΋ͷͱࢥ͓ͬͯ͘ͱྑ͍Ͱ͢ɻ
    42-ͱ͍͏ίϚϯυΛୟ͘ͱσʔλΛऔΓग़͢͜ͱ͕Ͱ͖·͢ɻ
    Πϝʔδతʹ͸σοΧΠΤΫηϧ͕ஔ͍ͯ͋ͬͯίϚϯυͰ
    ݺͼग़ͤΔͱࢥ͓͚ͬͯ͹ྑ͍Ͱ͢

    View Slide

  59. 42-ͱ͸ʁ
    XJLJIUUQTKBXJLJQFEJBPSHXJLJؔ܎σʔλϕʔε
    ίί͕औΓग़ͤΔ
    4&-&$5GSPNސ٬XIFSFސ٬൪߸
    ίϚϯυ

    View Slide

  60. .Z42-ͱ͸ʁ
    ੈքͰ΋ͬͱ΋ීٴ͍ͯ͠Δ
    Φʔϓϯιʔεͷ3%#.4

    View Slide

  61. %#·ͱΊ
    ɾσοΧΠΤΫηϧ
    ɾίϚϯυͰऔΓग़ͤΔ
    ɾ.Z42-͕༗໊

    View Slide

  62. 1ZUIPOॳ৺ऀ޲͚༻ޠ
    Θ
    ͔
    Β
    Μ

    View Slide

  63. 1ZUIPOॳ৺ऀ޲͚༻ޠ
    QJQ "OBDPOEB +VQZUFS
    %KBOHP 'MBTL 1BOEBT
    ීஈಛʹઆ໌ແ͠Ͱ࢖ͬͯΔ༻ޠΛத৺ʹ
    औΓ্͛ͯ·͢

    View Slide

  64. QJQͱ͸ʁ
    QJQ "OBDPOEB +VQZUFS
    %KBOHP 'MBTL 1BOEBT

    View Slide

  65. QJQͱ͸ʁ
    QJQͱ͸1ZUIPOͰॻ͔Εͨύοέʔδιϑτ΢ΣΞΛΠϯετʔϧɾ؅ཧ͢ΔͨΊͷ
    ύοέʔδ؅ཧγεςϜͷ͜ͱ
    XJLJIUUQTKBXJLJQFEJBPSHXJLJQJQ
    QJQJOTUBMM$IBOHF'JOEFS
    ։ൃऀ"
    JOUFSOFU
    ίϚϯυ
    ιϑτ΢ΣΞ

    View Slide

  66. BOBDPOEBͱ͸ʁ
    QJQ "OBDPOEB +VQZUFS
    %KBOHP 'MBTL 1BOEBT

    View Slide

  67. BOBDPOEBͱ͸ʁ
    ͬ͘͟Γݴ͏ͱ
    1ZUIPOͰྑ͘࢖ΘΕΔύοέʔδΛ·ͱΊͨ΋ͷ
    XJLJIUUQTKBXJLJQFEJBPSHXJLJ"[email protected] 1ZUIPOσΟετϦϏϡʔγϣϯ

    .BD
    "OBDPOEB
    +VQZUFS /VNQZ 1BOEBT
    .BUQMPUMJC TDJLJUMFBSO 4FBCPSO

    View Slide

  68. BOBDPOEBͱ͸ʁ
    "OBDPOEBʢΞφίϯμʣ͸ɺσʔλαΠΤϯε͓Αͼػցֶशؔ࿈ΞϓϦέʔ
    γϣϯʢେن໛σʔλॲཧɺ༧ଌ෼ੳɺՊֶܭࢉʣͷͨΊͷ1ZUIPO͓Αͼ3ϓϩ
    άϥϛϯάݴޠͷϑϦʔͰΦʔϓϯιʔεͷσΟετϦϏϡʔγϣϯͰ͋Γɺύο
    έʔδ؅ཧ͓Αͼల։ͷ୯७ԽΛ໨ࢦͨ͠΋ͷͰ͋Δɻ
    XJLJIUUQTKBXJLJQFEJBPSHXJLJ"[email protected] 1ZUIPOσΟετϦϏϡʔγϣϯ

    ˞஫ҙ
    σΟετϦϏϡʔγϣϯͳͷͰγεςϜΛஔ͖׵͑ͯ͠·͏

    View Slide

  69. DPOEBJOTUBMM
    ɾBOBDPOEBͷύοέʔδ؅ཧπʔϧ
    ɹɾQJQJOTUBMMͷΑ͏ͳ΋ͷ
    ɾBOBDPOEBΛ࢖͍ͬͯΔ࣌͸QJQΑΓ΋ۃྗDPOEBΛ࢖͍·͠ΐ͏
    ɹɾ࣌ʑ໰୊͕ى͜Δ
    ɾ໰୊͕ى͖ͨ࣌͸࠶ΠϯετʔϧΛ͓͢͢Ί͠·͢
    ɹɾΞϯΠϯετʔϧ΋໰୊͓͖΍͍͢ͷͰΩϨΠʹ΍Γ·͠ΐ͏

    View Slide

  70. BOBDPOEB·ͱΊ
    ɾ1ZUIPOͰྑ͘࢖ΘΕΔύοέʔδΛ·ͱΊͨ΋ͷ
    ɾσΟετϦϏϡʔγϣϯͳͷͰ஫ҙ
    .BD
    "OBDPOEB
    +VQZUFS /VNQZ 1BOEBT
    .BUQMPUMJC TDJLJUMFBSO 4FBCPSO

    View Slide

  71. +VQZUFS/PUFCPPLͱ͸ʁ
    QJQ "OBDPOEB +VQZUFS
    %KBOHP 'MBTL 1BOEBT

    View Slide

  72. +VQZUFS/PUFCPPLͱ͸ʁ
    ηϧ୯ҐͰ࣮ߦɺՄࢹԽ͕Մೳͳ
    σʔλ෼ੳπʔϧͰ͢ɻ
    ηϧ
    ʢ͚ͩ͜͜Ͱ࣮ߦ͕Ͱ͖Δʣ
    ՄࢹԽ
    ʢσʔλͳͲਓͷ໨ʹ͸ݟ͑ʹ͍͘ࣄ৅Λɺө૾
    ΍άϥϑɾදͳͲʹͯ͠Θ͔Γ΍͘͢͢Δ͜ͱʣ

    View Slide

  73. %KBOHPͱ͸ʁ
    QJQ "OBDPOEB +VQZUFS
    %KBOHP 'MBTL 1BOEBT

    View Slide

  74. %KBOHPͱ͸ʁ
    ɾ1ZUIPOͷ8ϑϨʔϜϫʔΫͷҰछͰ͢
    ɾػೳ͕ଟ͍ʢ03.ͳͲʣ
    ɾͨͩ͠3VCZ΍-BSBWFMͳͲͱൺ΂Δͱݸੑత
    ͳهड़ํ๏͕ଟ͘ɺͱ͖ͬͭʹ͍͘
    ɾଟػೳͳ1ZUIPOͷ8ϑϨʔϜϫʔΫͱ͠
    ͯ͸σϑΝΫτελϯμʔυͩͱࢥ͍·͢ɻ

    View Slide

  75. 'MBTLͱ͸ʁ
    QJQ "OBDPOEB +VQZUFS
    %KBOHP 'MBTL 1BOEBT

    View Slide

  76. 'MBTLͱ͸ʁ
    ɾ1ZUIPOͷ8ϑϨʔϜϫʔΫͷҰछͰ͢
    ɾػೳ͸গͳ͍͕γϯϓϧʹॻ͚Δ
    ɾ֦ுػೳ͕ผ1BDLBHFͰఏڙ͞Ε͍ͯΔ͜ͱ
    ͕ଟ͍
    ɾػցֶशͷ"1*։ൃʹΑ͘࢖ΘΕ͍ͯΔ

    View Slide

  77. 1BOEBTͱ͸ʁ
    QJQ "OBDPOEB +VQZUFS
    %KBOHP 'MBTL 1BOEBT

    View Slide

  78. 1BOEBTͱ͸ʁ
    දͷදࣔ
    ʢIFBE
    Ͱ࠷ॳͷߦ͚ͩද͍ࣔͯ͠Δʣ
    DTWͷಡΈࠐΈ
    σʔλղੳΛࢧԉ͢ΔػೳΛఏڙ͢ΔϥΠϒϥϦ
    ඇৗʹػೳ͕ଟ͍ͷͰઆ໌͖͠Εͳ͍͕ɺNBUQMPUMJCͱ࿈ܞͯ͠ՄࢹԽͨ͠Γɺ
    OVNQZͷػೳΛ࢖ͬͯ਺஋ԋࢉΛ͢ΔͳͲ෼ੳʹ͸ඞਢ

    View Slide

  79. σʔλ෼ੳॳ৺ऀ޲͚༻ޠʹ͍ͭͯ
    Θ
    ͔
    Β
    Μ

    View Slide

  80. σʔλ෼ੳॳ৺ऀ޲͚༻ޠ
    υϝΠϯ஌ࣝ
    ໨తม਺
    આ໌ม਺
    ಛ௃ྔ
    ओ੒෼෼ੳ ճؼ෼ੳ
    ڭࢣ͋Γֶश
    ڭࢣͳֶ͠श
    ීஈಛʹઆ໌ແ͠Ͱ࢖ͬͯΔ༻ޠΛத৺ʹ
    औΓ্͛ͯ·͢

    View Slide

  81. υϝΠϯ஌ࣝͱ͸ʁ
    υϝΠϯ஌ࣝ
    ໨తม਺
    આ໌ม਺
    ಛ௃ྔ
    ओ੒෼෼ੳ ճؼ෼ੳ
    ڭࢣ͋Γֶश
    ڭࢣͳֶ͠श

    View Slide

  82. υϝΠϯ஌ࣝͱ͸ʁ
    ɾղੳ͠Α͏ͱ͍ͯ͠Δۀք΍ࣄۀʹ͍ͭͯͷ
    ஌ࣝ΍஌ݟɺτϨϯυͳͲͷ৘ใͷ͜ͱ
    ɾྫ͑͹ࣗಈंͷ஌ࣝ͸σʔλ෼ੳΛߦ͍ͬͯ
    ΔਓΑΓ΋ɺࣗಈंͷ࢓ࣄΛ͍ͯ͠Δਓͷํ͕
    ѹ౗తʹଟ͍ɻ
    ɾ͜ΕʹΑͬͯσʔλͷղऍ΋มΘͬͯ͘Δͷ
    ͰɺϓϩδΣΫτͷॳظஈ֊Ͱ͸υϝΠϯ஌ࣝ
    ͷशಘʹ࣌ؒΛֻ͚Δ͜ͱ͕ଟ͍ɻ

    View Slide

  83. ໨తม਺આ໌ม਺ͱ͸ʁ
    υϝΠϯ஌ࣝ
    ໨తม਺
    આ໌ม਺
    ಛ௃ྔ
    ओ੒෼෼ੳ ճؼ෼ੳ
    ڭࢣ͋Γֶश
    ڭࢣͳֶ͠श

    View Slide

  84. ໨తม਺આ໌ม਺ͱ͸ʁ
    આ໌ม਺ ໨తม਺
    ػցֶशͷ৔߹
    ٻΊ͍ͨ͜ͱʹ໨తม਺
    ٻΊ͍ͨ͜ͱͷݩʹͳΔม਺ʹઆ໌ม਺
    ةݥͳӡసΛ͔ͨ͠Ͳ͏͔
    ϒϨʔΩ΍ΞΫηϧͷ౿Έํ
    ֶशɾ༧ଌ

    View Slide

  85. ໨తม਺આ໌ม਺ͱ͸ʁ
    υϝΠϯ஌ࣝ
    ໨తม਺
    આ໌ม਺
    ಛ௃ྔ
    ओ੒෼෼ੳ ճؼ෼ੳ
    ڭࢣ͋Γֶश
    ڭࢣͳֶ͠श

    View Slide

  86. ಛ௃ྔͱ͸ʁ
    ಛ௃ྔͱ͸ɺֶशσʔλʹͲͷΑ͏ͳಛ௃͕͋Δ͔Λ਺஋Խͨ͠΋ͷɻ
    ϒϨʔΩ΍ΞΫηϧͷ౿Έํ
    ϒϨʔΩΛ౿Έͳ͕Βٸϋϯυϧ
    ఀࢭঢ়ଶ͔ΒٸʹΞΫηϧΛ౿ΈࠐΜͩ
    ͳͲ

    View Slide

  87. ಛ௃ྔͷ࢖ΘΕํ
    આ໌ม਺ ໨తม਺
    ࣮ࡍͷֶशʹ࢖༻͢Δσʔλ͸ੜσʔλΛͦͷ··࢖͏ͷͰ͸ͳ͘ɺಛ௃ྔ
    ͱͯ͠ܗΛ͔͑ͯ࢖༻͢Δ͜ͱ͕ଟ͍Ͱ͢ɻʢ0OFIPU&ODPEJOH౳

    ةݥͳӡసΛ͔ͨ͠Ͳ͏͔
    ϒϨʔΩ΍ΞΫηϧͷ౿Έํ
    ֶशɾ༧ଌ
    ϒϨʔΩΛ౿Έͳ͕Β
    ٸϋϯυϧ
    ఀࢭঢ়ଶ͔ΒٸʹΞΫ
    ηϧΛ౿ΈࠐΜͩ
    ಛ௃ྔ

    View Slide

  88. ओ੒෼෼ੳͱ͸ʁ
    υϝΠϯ஌ࣝ
    ໨తม਺
    આ໌ม਺
    ಛ௃ྔ
    ओ੒෼෼ੳ ճؼ෼ੳ
    ڭࢣ͋Γֶश
    ڭࢣͳֶ͠श

    View Slide

  89. ओ੒෼෼ੳͱ͸ʁ
    ͬ͘͟Γݴ͏ͱσʔλͷฏۉ΍෼ࢄ͔Βେ·͔ͳσʔλͷ܏޲Λղੳઆ໌͢Δ͜ͱ
    Ͱ͢ɻ͜ͷ܏޲͔Βେ͖͘ϋζϨͨ΋ͷ͸ҟৗ஋ͱ൑ఆͨ͠Γɺσʔλͷ༧ଌʹ໾
    ཱͯͨΓ͢Δ͜ͱ͕ग़དྷ·͢ɻ

    View Slide

  90. ճؼ෼ੳͱ͸ʁ
    υϝΠϯ஌ࣝ
    ໨తม਺
    આ໌ม਺
    ಛ௃ྔ
    ओ੒෼෼ੳ ճؼ෼ੳ
    ڭࢣ͋Γֶश
    ڭࢣͳֶ͠श

    View Slide

  91. ճؼ෼ੳͱ͸ʁ
    :͕࿈ଓ஋ͷ࣌ʹσʔλʹ:G 9
    ͱ͍͏ϞσϧΛ౰ͯ͸ΊΔ͜ͱ
    ࠷΋؆୯ͳճؼ͸:"9#ͱ͍͏ܗࣜͷઢܗճؼ

    View Slide

  92. ڭࢣ͋Γֶशڭࢣͳֶ͠शͱ͸ʁ
    υϝΠϯ஌ࣝ
    ໨తม਺
    આ໌ม਺
    ಛ௃ྔ
    ओ੒෼෼ੳ ճؼ෼ੳ
    ڭࢣ͋Γֶश
    ڭࢣͳֶ͠श

    View Slide

  93. ڭࢣ͋Γֶशͱ͸ʁ
    ࣄલʹ༩͑ΒΕͨσʔλΛ͍Θ͹ʮྫ୊ʯͱΈͳͯ͠ɺͦΕΛΨΠυʹֶशΛߦ͏
    ةݥͳӡసΛͨ͠ཤྺ
    ϒϨʔΩ΍ΞΫηϧͷ౿Έํ
    ϒϨʔΩΛ౿Έͳ͕Β
    ٸϋϯυϧ
    ఀࢭঢ়ଶ͔ΒٸʹΞΫ
    ηϧΛ౿ΈࠐΜͩ
    ಛ௃ྔ
    ֶश
    ϞσϧʹΑΔ༧ଌ
    ةݥͳӡసΛ͔ͨ͠Ͳ͏͔
    Λ౰ͯΔ

    ༧ଌ
    ֶशࡁΈϞσϧ

    View Slide

  94. ڭࢣͳֶ͠शͱ͸ʁ
    ؆୯ʹݴ͏ͱڭࢣσʔλͷͳֶ͍शͷ͜ͱ
    σʔλͷத͔Βຊ࣭తʹҟৗͱΈͳ͢΋ͷΛҟৗݕ஌౳Ͱ࢖͏
    ϒϨʔΩ΍ΞΫηϧͷ౿Έํ
    ϒϨʔΩΛ౿Έͳ͕Β
    ٸϋϯυϧ
    ఀࢭঢ়ଶ͔ΒٸʹΞΫ
    ηϧΛ౿ΈࠐΜͩ
    ಛ௃ྔ ϞσϧʹΑΔҟৗݕ஌
    ةݥͳӡసΛ͔ͨ͠Ͳ͏͔
    Λݕग़͢Δ

    ҟৗݕ஌
    ֶशࡁΈϞσϧ

    View Slide

  95. ·ͱΊ
    Θ
    ͔
    Β
    Μ

    View Slide

  96. ·ͱΊ

    ϓϩάϥϛϯάॳ৺ऀ޲͚ͷ༻ޠ

    1ZUIPOॳ৺ऀ޲͚ͷ༻ޠ

    σʔλ෼ੳॳ৺ऀ޲͚ͷ༻ޠ
    ʹ͍ͭͯ঺հ͠·ͨ͠ ʆŋТŋ
    ʎ
    ଞʹ΋஌Γ͍ͨ༻ޠ͕͋Γ·ͨ͠Β͓ؾܰʹ͝૬ஊͩ͘
    ͍͞ɻ

    View Slide

  97. Θ͔ΒΜઌੜγϦʔζʹ͍ͭͯ
    Θ
    ͔
    Β
    Μ

    View Slide

  98. Θ͔ΒΜઌੜγϦʔζ
    ڵຯ͕͋Δํ͸աڈͷγϦʔζ΋ݟͯΈͯ
    ͍ͩ͘͞ʂ

    ̓ݕఆ

    ෺ମݕ஌

    ฒྻॲཧ

    ༻ޠͷઆ໌

    View Slide

  99. ©)VHLVOJOD
    CONFIDENTIAL


    ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠(ʆŋωŋ´)ʎ
    !ZBTVCFJUXJ
    ZBTVIBSVTV[VLJ
    IUUQTIVHLVODPN
    ← ྑ͔ͬͨΒ͓༑ୡʹ
    ͳΓ·͠ΐ͏ʙ

    View Slide