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Python機械学習ことはじめ

 Python機械学習ことはじめ

OSSユーザのための勉強会#19

Manabu TERADA

June 29, 2017
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  1. גࣜձࣾCMSίϛϡχέʔγϣϯζ

    044ϢʔβͷͨΊͷษڧձ
    1ZUIPOػցֶश͜ͱ͸͡Ί
    .BOBCV5&3"%"

    גࣜձࣾCMSίϛϡχέʔγϣϯζ

    View Slide

  2. .BOBCV5&3"%" !UFSBQZPO

    ג
    $.4ίϛϡχέʔγϣϯζ୅ද
    Ұൠࣾஂ๏ਓ1Z$PO+1୅දཧࣄ
    1MPOF'PVOEBUJPO"NCBTTBEPS
    Ұൠࣾஂ๏ਓ1ZUIPOΤϯδχΞҭ੒ਪਐڠձࢼݧ໰୊؂मٴͼίϛϡχςΟࢧԉ
    1ZUIPOΤϯδχΞ݉ΞʔΩςΫτ
    "CPVUNF
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    .BOBCV5&3"%"

    ࣉాɹֶ

    View Slide

  3. "CPVUPVSDPNQBOZ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    1MPOFΛ༻͍ͨ8FCγεςϜ։ൃ
    େֶؔ܎
    اۀ޲͚
    8FCܥͷΤϯδχΞϦϯάձࣾ
    1ZUIPOʹಛԽͨ͠γεςϜΠϯςάϨʔλ
    $.4DPN

    $.4
    ಈը
    ݕࡧ
    .00$

    View Slide

  4. ηογϣϯͷ಺༰
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλϋϯυϦϯάΛத৺
    ͲͷΑ͏ʹ࣮ߦ͍ͯ͠Δͷ͔Λ஌ͬͯ΋Β͏
    +VQZUFS/PUFCPPLΛ࢖༻͠·͢
    ࣮ߦͨ͠಺༰͸(JUIVCͰެ։͍ͯ͠·͢
    IUUQTHJUIVCDPNUFSBQZPOTDTLPTTYVTFSTNFFUJOH

    View Slide

  5. ηογϣϯͰཧղͯ͠ཉ͍͜͠ͱ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλͷલॲཧ
    ͲͷΑ͏ʹσʔλϋϯυϦϯάΛߦ͏͔
    ՄࢹԽͷํ๏
    ػցֶशʹܨ͍͛ͯ͘ͷ͔ͷྲྀΕ
    αϯϓϧͷσʔληοτͰ͸ͳ͍෺Λ࢖༻
    +VQZUFS/PUFCPPLͰ͓͞Β͍
    ࣗ਎ͰಠࣗͷσʔλʹऔΓ૊Ή
    ஋෼ྨͷػցֶशΛ௨͡ɺػցֶशͷ໘ന͞ɺ
    ೉͠͞Λ஌ͬͯ΄͍͠

    View Slide

  6. ଞͰ΋Ͱ͖Δ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλͷલॲཧʹQBOEBT
    &YDFMͰ΋Ͱ͖Δ͚ͲͶɻ
    ՄࢹԽ
    &YDFMͰ΋Ͱ͖Δ͚ͲͶɻ
    ػցֶश
    ϞσϧΛࣗ෼Ͱϓϩάϥϛϯάͯ͠΋͍͍͚
    ͲͶɻ
    σʔλ෼ׂ΍ධՁΛϓϩάϥϛϯάͯ͠΋͍
    ͍͚ͲͶɻ

    View Slide

  7. ศརͳϙΠϯτ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    +VQZUFS/PUFCPPLQBOEBTNBUQMPUMJC
    ܁Γฦ࣮͠ߦ͕༰қ
    ࠶ར༻Մೳ
    HJUIVCͰ௚઀ՄࢹԽՄೳ
    ࠶ࢼ΋༰қ
    TDJLJUMFBSO
    ػցֶश͕༰қ
    ศརͳπʔϧ͕ͦΖ͍ͬͯΔ

    View Slide

  8. ࢖༻͢Δπʔϧ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    1ZUIPOIUUQTEPDTQZUIPOKQ
    /VN1ZIUUQTEPDTTDJQZPSHEPD

    4DJ1ZIUUQTEPDTTDJQZPSHEPD

    QBOEBTIUUQQBOEBTQZEBUBPSHQBOEBTEPDTTUBCMF

    NBUQMPUMJCIUUQTNBUQMPUMJCPSHDPOUFOUTIUNM
    TDJLJUMFBSOIUUQTDJLJUMFBSOPSHTUBCMF
    EPDVNFOUBUJPOIUNM
    KVQZUFSIUUQKVQZUFSOPUFCPPLSFBEUIFEPDTJPFOMBUFTU

    View Slide

  9. ࠓճऔΓѻ͏ػցֶश
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    ڭࢣ͋Γ
    ෼ྨ ஋෼ྨ

    σʔλΛऔಘ
    આ໌ม਺ ಛ௃ม਺
    Λऔಘ
    ໨తม਺Λऔಘ

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  10. ػցֶशͷ୊ࡐ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    ઍ༿ࢢͷΦʔϓϯσʔλ
    ΠϯϑϧΤϯβͷใࠂ਺
    ؾ৅ிͷαΠτ͔Βؾ৅৘ใ
    ؾ৅৘ใ͔ΒΠϯϑϧΤϯβͷྲྀߦΛ༧ଌ

    View Slide

  11. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    ػցֶश΁ͷྲྀΕ

    View Slide

  12. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ

    View Slide

  13. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ

    View Slide

  14. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    σʔλΛ୳͢
    σʔλͷೖखɾμ΢ϯϩʔυ
    σʔλͷ֓ཁΛଊ͑Δ
    ΠϯσοΫε໊΍ΧϥϜ໊Λ෇͚Δ

    View Slide

  15. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ

    View Slide

  16. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    σʔλͷॳظՃ޻
    σʔλͷ࿈݁
    ܽଛ஋ॲཧ
    Ճ޻ࡁΈσʔλͷ֬ೝ
    Ճ޻ࡁΈσʔλͷอଘ

    View Slide

  17. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ

    View Slide

  18. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    ՄࢹԽ؀ڥઃఆ
    σʔλͷಡࠐΈ
    άϥϑԽ
    ਺஋Ͱ֓ཁΛݟΔ
    ૬ؔΛ֬ೝ
    ඞཁʹͳΔσʔλΛ࡞Δ
    ଟมྔม਺ΛݟΔ

    View Slide

  19. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ

    View Slide

  20. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    ΞϧΰϦζϜͷީิΛ্͛Δ
    ৔߹ʹΑͬͯ͸σʔλ࠶Ճ޻
    ৔߹ʹΑͬͯ͸ओ੒෼෼ੳ
    આ໌ม਺ͱ໨తม਺ΛܾΊΔ

    View Slide

  21. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ

    View Slide

  22. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    ֶशσʔλͱςετσʔλΛ෼ׂ
    ΞϧΰϦζϜͷॳظԽ
    ύϥϝʔλઃఆ
    ֶश

    View Slide

  23. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ

    View Slide

  24. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    ༧ଌ
    ༧ଌ݁ՌΛධՁ
    ࠞಉߦྻͰ֬ೝ
    ద߹཰ɾ࠶ݱ཰ɾ'஋
    ଞͷϞσϧɾύϥϝʔλΛࢼ͢
    ަࠩݕূ ΫϩεόϦσʔγϣϯʣ
    άϦοταʔν ύϥϝʔλௐ੔ʣ

    View Slide

  25. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    ݸผʹϙΠϯτΛ
    ֬ೝ͠·͢

    View Slide

  26. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    σʔλΛ୳͢
    σʔλͷೖखɾμ΢ϯϩʔυ
    σʔλͷ֓ཁΛଊ͑Δ
    ΠϯσοΫε໊΍ΧϥϜ໊Λ෇͚Δ

    View Slide

  27. σʔλΛ୳͢
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    ؾ৅σʔλ
    ؾ৅ிͷաڈͷؾ৅σʔλ
    IUUQXXXEBUBKNBHPKQHNESJTLPCTEMJOEFYQIQ
    $$#:ؾ৅ி ޓ׵


    ΠϯϑϧΤϯβใࠂ݅਺
    ઍ༿ݝͷΦʔϓϯσʔλ
    IUUQXXXDJUZDIJCBKQPQFOEBUBJOEFYQIQ
    $$#:ઍ༿ࢢ


    View Slide

  28. σʔλͷೖखɾμ΢ϯϩʔυ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    αΠτ͔Β$47ϑΝΠϧΛμ΢ϯϩʔυ
    QBOEBTσʔλϑϨʔϜԽ

    [email protected]@DTW lEBUBؾ৅ிઍ༿DTW
    [email protected] TLJQSPXT

    [email protected]@DTW lEBUBJOqVFO[BDTW
    [email protected]

    View Slide

  29. σʔλͷ֓ཁΛଊ͑Δ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTσʔλϑϨʔϜͷϝιουΛ࢖༻

    [email protected]

    [email protected]

    [email protected]
    [email protected]

    View Slide

  30. ΠϯσοΫε໊΍ΧϥϜ໊Λ෇͚Δ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTͷػೳΛ࢖͏

    [email protected]
    [email protected] [email protected]

    [email protected]@[email protected] b೥݄೔

    [email protected]
    [email protected] TUBSUl
    QFSJPET GSFRl8.0/

    [email protected]@JOEFY

    View Slide

  31. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    σʔλͷॳظՃ޻
    σʔλͷ࿈݁
    ܽଛ஋ॲཧ
    Ճ޻ࡁΈσʔλͷ֬ೝ
    Ճ޻ࡁΈσʔλͷอଘ

    View Slide

  32. σʔλͷॳظՃ޻
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTσʔλϑϨʔϜͷػೳΛۦ࢖

    [email protected]@UFNQa
    [email protected]< [email protected]< >JTOVMM

    JGU>>
    [email protected]
    [email protected]@XFBUIFSJMPD<>JTOVMM
    >>
    [email protected]@XFBUIFSESPQ < >

    [email protected]%BUB'SBNF [email protected]< >

    View Slide

  33. σʔλͷ࿈݁
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTσʔλϑϨʔϜͷػೳΛۦ࢖

    [email protected]

    EGQEDPODBU BYJT

    View Slide

  34. ܽଛ஋ॲཧ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTσʔλϑϨʔϜͷػೳΛۦ࢖

    [email protected]@JOqVESPQOB

    [email protected]%BUB'SBNF [email protected] OQqPBU


    EGEGMPD< >
    EG<ใࠂ਺>a
    EGpMMOB NFUIPE⒏MM
    BTUZQF OQqPBU

    View Slide

  35. Ճ޻ࡁΈσʔλͷ֬ೝ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTσʔλϑϨʔϜͷϝιουΛ࢖༻

    [email protected]

    [email protected]

    [email protected]
    [email protected]

    View Slide

  36. Ճ޻ࡁΈσʔλͷอଘ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTͷػೳΛ࢖ͬͯɺγϦΞϥΠζԽ

    [email protected]@QJDLMF [email protected]

    View Slide

  37. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    ՄࢹԽ؀ڥઃఆ
    σʔλͷಡࠐΈ
    άϥϑԽ
    ਺஋Ͱ֓ཁΛݟΔ
    ૬ؔΛ֬ೝ
    ඞཁʹͳΔσʔλΛ࡞Δ
    ଟมྔม਺ΛݟΔ

    View Slide

  38. ՄࢹԽ؀ڥઃఆ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    NBUQMPUMJCΛΠϯϥΠϯͰදࣔ
    NBUQMPUMJCͰ೔ຊޠΛදࣔ

    NBUQMPUMJCJOMJOF
    GSPNNBUQMPUMJCJNQPSUSD1BSBNT
    SD1BSBNT<GPOUTBOTTFSJG>4PVSDF)BO$PEF+1
    SD1BSBNT<GPOUXFJHIU>SFHVMBS
    SD1BSBNT<BYFTUJUMFTJ[F>
    SD1BSBNT<ZUJDLMBCFMTJ[F>
    SD1BSBNT<YUJDLMBCFMTJ[F>

    View Slide

  39. σʔλͷಡࠐΈ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTͷػೳΛ࢖ͬͯɺσʔλϑϨʔϜ෮ݩ

    [email protected]@QJDLMF [email protected]

    View Slide

  40. άϥϑԽ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBT಺෦͔ΒNBUQMPUMJCΛར༻

    [email protected] CJOT

    [email protected]

    View Slide

  41. ਺஋Ͱ֓ཁ جຊ౷ܭྔ
    ΛݟΔ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTσʔλϑϨʔϜͷϝιουΛར༻

    [email protected]

    EGEFTDSJCF

    View Slide

  42. ૬ؔΛ֬ೝ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTσʔλϑϨʔϜͷϝιουΛར༻

    EGDPSS

    View Slide

  43. ඞཁʹͳΔσʔλΛ࡞Δ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTσʔλϑϨʔϜͷϝιουΛར༻

    [email protected]<ྲྀߦ>a
    [email protected] MBNCEBYJGYFMTF

    [email protected]<૿Ճ>[email protected]⒎ QFSJPET

    View Slide

  44. ଟมྔม਺ΛݟΔ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTͷػೳΛ࢖͏

    [email protected]
    [email protected] EG pHTJ[F


    View Slide

  45. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    ΞϧΰϦζϜͷީิΛݕ౼
    ৔߹ʹΑͬͯ͸σʔλ࠶Ճ޻
    ৔߹ʹΑͬͯ͸ओ੒෼෼ੳ
    આ໌ม਺ͱ໨తม਺ΛܾΊΔ

    View Slide

  46. ΞϧΰϦζϜͷީิΛݕ౼
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    TDJMJUMFBSOͷػೳΛ֬ೝ
    ϩδεςΟοΫճؼ[email protected]
    αϙʔτϕΫλʔϚγϯTLMFBSOTWN47$
    Χʔωϧ47.TLMFBSOTWN47$
    ܾఆ໦TLMFBSOUSFF%FDJTJPO5SFF$MBTTJpFS
    ϥϯμϜϑΥϨετTLMFBSOFOTFNCMF3BOEPN'PSFTU$MBTTJpFS
    Lۙ๣TLMFBSOOFJHICPST,/FJHICPST$MBTTJpFS

    View Slide

  47. આ໌ม਺ͱ໨తม਺ΛܾΊΔ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTͷػೳΛ࢖͏

    9EGJMPD< >
    ZEG

    View Slide

  48. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    ֶशσʔλͱςετσʔλΛ෼ׂ
    ΞϧΰϦζϜͷॳظԽ
    ύϥϝʔλઃఆ
    ֶश

    View Slide

  49. ֶशσʔλͱςετσʔλΛ෼ׂ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    TDJMJUMFBSOͷػೳΛ࢖͏
    IUUQRJJUBDPNUFSBQZPOJUFNTGEFFFFCGC

    [email protected]@[email protected]
    [email protected] [email protected] [email protected] [email protected]
    [email protected]@TQMJU 9 Z [email protected][F

    View Slide


  50. View Slide

  51. ΞϧΰϦζϜͷॳظԽ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    TDJMJUMFBSOͷػೳΛ࢖͏

    [email protected]
    DMG-PHJTUJD3FHSFTTJPO

    View Slide

  52. ύϥϝʔλઃఆ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    TDJMJUMFBSOͷػೳΛ࢖͏

    GSPNTLMFBSOUSFFJNQPSU%FDJTJPO5SFF$MBTTJpFS
    DMG%FDJTJPO5SFF$MBTTJpFS [email protected]

    View Slide

  53. ֶश
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    TDJMJUMFBSOͷػೳΛ࢖͏

    DMGpU [email protected] [email protected]

    View Slide

  54. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    ༧ଌ
    ༧ଌ݁ՌΛධՁ
    ࠞಉߦྻͰ֬ೝ
    ద߹཰ɾ࠶ݱ཰ɾ'஋
    ଞͷϞσϧɾύϥϝʔλΛࢼ͢
    ަࠩݕূ ΫϩεόϦσʔγϣϯ

    άϦοταʔν ύϥϝʔλௐ੔

    View Slide

  55. ༧ଌ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    TDJMJUMFBSOͷػೳΛ࢖͏

    [email protected]@QSFEDMGQSFEJDU [email protected]

    View Slide

  56. ༧ଌ݁ՌΛධՁ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    TDJMJUMFBSOͷػೳΛ࢖͏

    [email protected]
    [email protected] [email protected] [email protected]@QSFE

    View Slide

  57. ࠞಉߦྻͰ֬ೝ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    TDJMJUMFBSOͷػೳΛ࢖͏

    [email protected]
    [email protected] [email protected] [email protected]@QSFE

    BSSBZ << >
    < >>

    <<51 '/>
    <'1 5/>>

    View Slide

  58. ద߹཰ɾ࠶ݱ཰ɾ'஋
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    TDJMJUMFBSOͷػೳΛ࢖͏

    [email protected]
    QSJOU [email protected] [email protected] [email protected]@QSFE


    QSFDJTJPOSFDBMMGTDPSFTVQQPSU


    BWHUPUBM

    View Slide

  59. ద߹཰ɾ࠶ݱ཰ɾ'஋
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    ద߹཰
    1 ࠓճͷ৔߹͸ɺྲྀߦ͍ͯ͠ͳ͍
    ʹ൑ఆ͞Εͨ



    / ࠓճͷ৔߹͸ɺྲྀߦ͍ͯ͠Δ
    ʹ൑ఆ͞Εͨ཰



    ࠶ݱ཰
    5ͱਖ਼͘͠༧ଌͰׂ͖ͨ߹


    'ͱਖ਼͘͠༧ଌͰׂ͖ͨ߹


    '஋
    ద߹཰࠶ݱ཰

    ͷ'஋

    ͷ'஋


    View Slide

  60. ଞͷϞσϧɾύϥϝʔλΛࢼ͢
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    ؔ਺Խ͓ͯ͘͠

    [email protected]@QSFE DMG [email protected] [email protected] [email protected] [email protected]

    ֶश
    DMGpU [email protected] [email protected]

    ֶशσʔλͰධՁ
    [email protected]@QSFEDMGQSFEJDU [email protected]

    QSJOU [email protected]@QSFE

    SFQPSU [email protected] [email protected]@QSFE

    ςετσʔλͰධՁ
    [email protected]@QSFEDMGQSFEJDU [email protected]

    QSJOU [email protected]@QSFE

    SFQPSU [email protected] [email protected]@QSFE

    ֶशࡁΈσʔλΛฦ͢
    SFUVSODMG

    View Slide

  61. ଞͷϞσϧɾύϥϝʔλΛࢼ͢
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    ؔ਺Λ࣮ߦ

    DMG-PHJTUJD3FHSFTTJPO

    [email protected]@QSFE DMG [email protected] [email protected] [email protected] [email protected]

    GSPNTLMFBSOTWNJNQPSU47$
    TWD47$ LFSOFMMJOFBS

    [email protected]@QSFE TWD [email protected] [email protected] [email protected] [email protected]

    GSPNTLMFBSOFOTFNCMFJNQPSU3BOEPN'PSFTU$MBTTJpFS
    SG3BOEPN'PSFTU$MBTTJpFS

    [email protected]@QSFE SG [email protected] [email protected] [email protected] [email protected]

    View Slide

  62. ަࠩݕূ ΫϩεόϦσʔγϣϯ

    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    TDJMJUMFBSOͷػೳΛ࢖͏

    [email protected]@[email protected]
    [email protected],'PME
    DW,'PME TIV⒐F5SVF

    DMG-PHJTUJD3FHSFTTJPO

    [email protected]@TDPSF DMG 9 Z DWDW

    View Slide

  63. άϦοταʔν ύϥϝʔλௐ੔

    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    TDJMJUMFBSOͷػೳΛ࢖͏

    [email protected](SJE4FBSDI$7
    [email protected]\[email protected]< >
    [email protected]< >^
    SG3BOEPN'PSFTU$MBTTJpFS
    [email protected] [email protected]

    [email protected](SJE4FBSDI$7 SG [email protected] DWDW
    [email protected] WFSCPTF

    [email protected] 9 Z

    [email protected]@[email protected]
    [email protected]@[email protected]

    View Slide

  64. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ

    View Slide

  65. 5IBOLZPV
    $.4
    1MPOF
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    $POUBDUUPUFSBEB!DNTDPNKQ

    View Slide