Python機械学習ことはじめ

OSSユーザのための勉強会#19

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1. גࣜձࣾCMSίϛϡχέʔγϣϯζ  044ϢʔβͷͨΊͷษڧձ
   1ZUIPO
   ػցֶश͜ͱ͸͡Ί .BOBCV
   5&3"%"
   
   גࣜձࣾCMSίϛϡχέʔγϣϯζ
2. .BOBCV
   5&3"%"
   !UFSBQZPO
   ג $.4ίϛϡχέʔγϣϯζ୅ද
   Ұൠࣾஂ๏ਓ1Z$PO
   +1
   ୅දཧࣄ
   1MPOF
   'PVOEBUJPO
   "NCBTTBEPS
   Ұൠࣾஂ๏ਓ1ZUIPOΤϯδχΞҭ੒ਪਐڠձ
   ࢼݧ໰୊؂मٴͼίϛϡχςΟࢧԉ
   1ZUIPOΤϯδχΞ݉ΞʔΩςΫτ "CPVU
   NF גࣜձࣾCMSίϛϡχέʔγϣϯζ .BOBCV
   5&3"%"  ࣉాɹֶ
3. "CPVU
   PVS
   DPNQBOZ גࣜձࣾCMSίϛϡχέʔγϣϯζ 1MPOFΛ༻͍ͨ8FCγεςϜ։ൃ
   େֶؔ܎
   اۀ޲͚
   8FCܥͷΤϯδχΞϦϯάձࣾ
   1ZUIPOʹಛԽͨ͠γεςϜΠϯςάϨʔλ $.4DPN  $.4
   ಈը
   ݕࡧ
   .00$
4. ηογϣϯͷ಺༰ גࣜձࣾCMSίϛϡχέʔγϣϯζ σʔλϋϯυϦϯάΛத৺
   ͲͷΑ͏ʹ࣮ߦ͍ͯ͠Δͷ͔Λ஌ͬͯ΋Β͏
   +VQZUFS
   /PUFCPPLΛ࢖༻͠·͢
   ࣮ߦͨ͠಺༰͸(JUIVCͰެ։͍ͯ͠·͢
   IUUQTHJUIVCDPNUFSBQZPOTDTLPTTYVTFSTNFFUJOH
   
5. ηογϣϯͰཧղͯ͠ཉ͍͜͠ͱ גࣜձࣾCMSίϛϡχέʔγϣϯζ σʔλͷલॲཧ
   ͲͷΑ͏ʹσʔλϋϯυϦϯάΛߦ͏͔
   ՄࢹԽͷํ๏
   ػցֶशʹܨ͍͛ͯ͘ͷ͔ͷྲྀΕ
   αϯϓϧͷσʔληοτͰ͸ͳ͍෺Λ࢖༻
   +VQZUFS
   /PUFCPPLͰ͓͞Β͍
   ࣗ਎ͰಠࣗͷσʔλʹऔΓ૊Ή
   ஋෼ྨͷػցֶशΛ௨͡ɺػցֶशͷ໘ന͞ɺ ೉͠͞Λ஌ͬͯ΄͍͠ 
6. ଞͰ΋Ͱ͖Δ גࣜձࣾCMSίϛϡχέʔγϣϯζ σʔλͷલॲཧʹQBOEBT
   &YDFMͰ΋Ͱ͖Δ͚ͲͶɻ
   ՄࢹԽ
   &YDFMͰ΋Ͱ͖Δ͚ͲͶɻ
   ػցֶश
   ϞσϧΛࣗ෼Ͱϓϩάϥϛϯάͯ͠΋͍͍͚ ͲͶɻ
   σʔλ෼ׂ΍ධՁΛϓϩάϥϛϯάͯ͠΋͍ ͍͚ͲͶɻ 
7. ศརͳϙΠϯτ גࣜձࣾCMSίϛϡχέʔγϣϯζ +VQZUFS
   /PUFCPPL
   
   QBOEBT
   
   NBUQMPUMJC
   ܁Γฦ࣮͠ߦ͕༰қ
   ࠶ར༻Մೳ
   HJUIVCͰ௚઀ՄࢹԽՄೳ
   ࠶ࢼ΋༰қ
   TDJLJUMFBSO
   ػցֶश͕༰қ
   ศརͳπʔϧ͕ͦΖ͍ͬͯΔ 
8. ࢖༻͢Δπʔϧ גࣜձࣾCMSίϛϡχέʔγϣϯζ 1ZUIPO
   
   
   IUUQTEPDTQZUIPOKQ
   /VN1Z
   
   
   IUUQTEPDTTDJQZPSHEPD
   4DJ1Z
   
   IUUQTEPDTTDJQZPSHEPD
   QBOEBT
   
   
   IUUQQBOEBTQZEBUBPSHQBOEBTEPDTTUBCMF
   NBUQMPUMJC
   
   
   IUUQTNBUQMPUMJCPSHDPOUFOUTIUNM
   TDJLJUMFBSO
   
   
   IUUQTDJLJUMFBSOPSHTUBCMF EPDVNFOUBUJPOIUNM
   KVQZUFS
   
   IUUQKVQZUFSOPUFCPPLSFBEUIFEPDTJPFOMBUFTU
   
9. ࠓճऔΓѻ͏ػցֶश גࣜձࣾCMSίϛϡχέʔγϣϯζ ڭࢣ͋Γ
   ෼ྨ ஋෼ྨ
   σʔλΛऔಘ
   આ໌ม਺ ಛ௃ม਺ Λऔಘ
   ໨తม਺Λऔಘ 
10. ػցֶशͷ୊ࡐ גࣜձࣾCMSίϛϡχέʔγϣϯζ ઍ༿ࢢͷΦʔϓϯσʔλ
    ΠϯϑϧΤϯβͷใࠂ਺
    ؾ৅ிͷαΠτ͔Βؾ৅৘ใ
    ؾ৅৘ใ͔ΒΠϯϑϧΤϯβͷྲྀߦΛ༧ଌ 
11. גࣜձࣾCMSίϛϡχέʔγϣϯζ  ػցֶश΁ͷྲྀΕ
12. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ
13. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ
14. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ σʔλΛ୳͢ σʔλͷೖखɾμ΢ϯϩʔυ σʔλͷ֓ཁΛଊ͑Δ ΠϯσοΫε໊΍ΧϥϜ໊Λ෇͚Δ
15. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ
16. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ σʔλͷॳظՃ޻ σʔλͷ࿈݁ ܽଛ஋ॲཧ Ճ޻ࡁΈσʔλͷ֬ೝ Ճ޻ࡁΈσʔλͷอଘ
17. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ
18. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ՄࢹԽ؀ڥઃఆ σʔλͷಡࠐΈ άϥϑԽ ਺஋Ͱ֓ཁΛݟΔ ૬ؔΛ֬ೝ ඞཁʹͳΔσʔλΛ࡞Δ ଟมྔม਺ΛݟΔ
19. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ
20. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ΞϧΰϦζϜͷީิΛ্͛Δ ৔߹ʹΑͬͯ͸σʔλ࠶Ճ޻ ৔߹ʹΑͬͯ͸ओ੒෼෼ੳ આ໌ม਺ͱ໨తม਺ΛܾΊΔ
21. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ
22. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ֶशσʔλͱςετσʔλΛ෼ׂ ΞϧΰϦζϜͷॳظԽ ύϥϝʔλઃఆ ֶश
23. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ
24. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ༧ଌ ༧ଌ݁ՌΛධՁ ࠞಉߦྻͰ֬ೝ ద߹཰ɾ࠶ݱ཰ɾ'஋ ଞͷϞσϧɾύϥϝʔλΛࢼ͢ ަࠩݕূ ΫϩεόϦσʔγϣϯʣ άϦοταʔν ύϥϝʔλௐ੔ʣ
25. גࣜձࣾCMSίϛϡχέʔγϣϯζ  ݸผʹϙΠϯτΛ
    ֬ೝ͠·͢
26. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ σʔλΛ୳͢ σʔλͷೖखɾμ΢ϯϩʔυ σʔλͷ֓ཁΛଊ͑Δ ΠϯσοΫε໊΍ΧϥϜ໊Λ෇͚Δ
27. σʔλΛ୳͢ גࣜձࣾCMSίϛϡχέʔγϣϯζ ؾ৅σʔλ
    ؾ৅ிͷաڈͷؾ৅σʔλ
    
    IUUQXXXEBUBKNBHPKQHNESJTLPCTEMJOEFYQIQ
    $$
    #:
    
    ؾ৅ி
    ޓ׵
    ΠϯϑϧΤϯβใࠂ݅਺
    ઍ༿ݝͷΦʔϓϯσʔλ
    
    IUUQXXXDJUZDIJCBKQPQFOEBUBJOEFYQIQ
    $$
    #:
    ઍ༿ࢢ 
28. σʔλͷೖखɾμ΢ϯϩʔυ גࣜձࣾCMSίϛϡχέʔγϣϯζ αΠτ͔Β$47ϑΝΠϧΛμ΢ϯϩʔυ
    QBOEBT
    σʔλϑϨʔϜԽ  EG@XFBUIFS
    
    QESFBE@DTW lEBUBؾ৅ிઍ༿DTW
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    FODPEJOHTIJGU@KJT
    TLJQSPXT
    EG@
    
    QESFBE@DTW lEBUBJOqVFO[BDTW
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    FODPEJOHTIJGU@KJT
29. σʔλͷ֓ཁΛଊ͑Δ גࣜձࣾCMSίϛϡχέʔγϣϯζ QBOEBT
    σʔλϑϨʔϜͷϝιουΛ࢖༻  EG@XFBUIFSIFBE
    EG@XFBUIFSUBJM
    EG@XFBUIFSTIBQF
    EG@XFBUIFSEUZQFT
30. ΠϯσοΫε໊΍ΧϥϜ໊Λ෇͚Δ גࣜձࣾCMSίϛϡχέʔγϣϯζ QBOEBTͷػೳΛ࢖͏  EG@XFBUIFS<b೥݄೔>
    
    a
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    QEUP@EBUFUJNF EG@XFBUIFS<l೥݄೔z>
    EG@XFBUIFS
    
    EG@XFBUIFSTFU@JOEFY b೥݄೔
    EBUF@JOEFY
    
    a
    
    
    
    
    
    
    
    QEEBUF@SBOHF TUBSUl
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    QFSJPET
    GSFRl8.0/
    EG@JOEFY
    
    EBUF@JOEFY
31. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ σʔλͷॳظՃ޻ σʔλͷ࿈݁ ܽଛ஋ॲཧ Ճ޻ࡁΈσʔλͷ֬ೝ Ճ޻ࡁΈσʔλͷอଘ
32. σʔλͷॳظՃ޻ גࣜձࣾCMSίϛϡχέʔγϣϯζ QBOEBT
    σʔλϑϨʔϜͷػೳΛۦ࢖  EG@XFBUIFS@UFNQ
    
    a
    
    
    
    
    
    EG@XFBUIFSJMPD<
    <J
    GPS
    J
    U
    JO
    FOVNFSBUF
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    EG@XFBUIFSJMPD<
    >JTOVMM
    JG
    U>>
    EG@XFBUIFS
    
    a
    EG@XFBUIFS<EG@XFBUIFSDPMVNOT<
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    EG@XFBUIFSJMPD<>JTOVMM >>
    EG@XFBUIFS
    
    EG@XFBUIFSESPQ <
    >
    EG@
    
    QE%BUB'SBNF EG@JMPD<
    >
33. σʔλͷ࿈݁ גࣜձࣾCMSίϛϡχέʔγϣϯζ QBOEBT
    σʔλϑϨʔϜͷػೳΛۦ࢖  EG@JOqV
    
    QEDPODBU <EG@
    EG@
    EG@>
    EG
    
    QEDPODBU <EG@JOqV
    EG@XFBUIFS>
    BYJT
34. ܽଛ஋ॲཧ גࣜձࣾCMSίϛϡχέʔγϣϯζ QBOEBT
    σʔλϑϨʔϜͷػೳΛۦ࢖  EG@JOqV
    
    EG@JOqVESPQOB
    EG@JOqV
    
    QE%BUB'SBNF EG@JOqVBTUZQF OQqPBU
    EG
    
    EGMPD<
    >
    EG<ใࠂ਺>
    
    a
    
    
    
    
    EG<lใࠂ਺z>pMMOB NFUIPE⒏MM BTUZQF OQqPBU
    
35. Ճ޻ࡁΈσʔλͷ֬ೝ גࣜձࣾCMSίϛϡχέʔγϣϯζ QBOEBT
    σʔλϑϨʔϜͷϝιουΛ࢖༻  EG@XFBUIFSIFBE
    EG@XFBUIFSUBJM
    EG@XFBUIFSTIBQF
    EG@XFBUIFSEUZQFT
36. Ճ޻ࡁΈσʔλͷอଘ גࣜձࣾCMSίϛϡχέʔγϣϯζ QBOEBT
    ͷػೳΛ࢖ͬͯɺγϦΞϥΠζԽ  EG@JOqVUP@QJDLMF lEG@JOqVEC
37. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ՄࢹԽ؀ڥઃఆ σʔλͷಡࠐΈ άϥϑԽ ਺஋Ͱ֓ཁΛݟΔ ૬ؔΛ֬ೝ ඞཁʹͳΔσʔλΛ࡞Δ ଟมྔม਺ΛݟΔ
38. ՄࢹԽ؀ڥઃఆ גࣜձࣾCMSίϛϡχέʔγϣϯζ NBUQMPUMJCΛΠϯϥΠϯͰදࣔ
    NBUQMPUMJCͰ೔ຊޠΛදࣔ  NBUQMPUMJC
    JOMJOF
    GSPN
    NBUQMPUMJC
    JNQPSU
    SD1BSBNT
    SD1BSBNT<GPOUTBOTTFSJG>
    
    4PVSDF
    )BO
    $PEF
    +1
    SD1BSBNT<GPOUXFJHIU>
    
    SFHVMBS
    SD1BSBNT<BYFTUJUMFTJ[F>
    
    
    SD1BSBNT<ZUJDLMBCFMTJ[F>
    
    
    SD1BSBNT<YUJDLMBCFMTJ[F>
    
    
39. σʔλͷಡࠐΈ גࣜձࣾCMSίϛϡχέʔγϣϯζ QBOEBT
    ͷػೳΛ࢖ͬͯɺσʔλϑϨʔϜ෮ݩ  EG@JOqV
    
    QESFBE@QJDLMF EG@JOqVEC
40. άϥϑԽ גࣜձࣾCMSίϛϡχέʔγϣϯζ QBOEBT಺෦͔ΒNBUQMPUMJCΛར༻  EG@JOqV<bใࠂ਺>IJTU CJOT
    EG@JOqVQMPU
41. ਺஋Ͱ֓ཁ جຊ౷ܭྔ ΛݟΔ גࣜձࣾCMSίϛϡχέʔγϣϯζ QBOEBT
    σʔλϑϨʔϜͷϝιουΛར༻  EG@JOqVEFTDSJCF
    EGEFTDSJCF
42. ૬ؔΛ֬ೝ גࣜձࣾCMSίϛϡχέʔγϣϯζ QBOEBT
    σʔλϑϨʔϜͷϝιουΛར༻  EGDPSS
43. ඞཁʹͳΔσʔλΛ࡞Δ גࣜձࣾCMSίϛϡχέʔγϣϯζ QBOEBT
    σʔλϑϨʔϜͷϝιουΛར༻  EG@JOqV<ྲྀߦ>
    
    a
    EG@JOqV<bใࠂ਺>BQQMZ MBNCEB
    Y
    
    JG
    Y
    
    
    FMTF
    
    EG@JOqV<૿Ճ>
    
    EG@JOqV<bใࠂ਺>EJ⒎ QFSJPET
    
    
44. ଟมྔม਺ΛݟΔ גࣜձࣾCMSίϛϡχέʔγϣϯζ QBOEBTͷػೳΛ࢖͏  GSPN
    QBOEBTQMPUUJOH
    JNQPSU
    TDBUUFS@NBUSJY
    TDBUUFS@NBUSJY EG
    pHTJ[F 
    
45. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ΞϧΰϦζϜͷީิΛݕ౼ ৔߹ʹΑͬͯ͸σʔλ࠶Ճ޻ ৔߹ʹΑͬͯ͸ओ੒෼෼ੳ આ໌ม਺ͱ໨తม਺ΛܾΊΔ
46. ΞϧΰϦζϜͷީิΛݕ౼ גࣜձࣾCMSίϛϡχέʔγϣϯζ TDJMJUMFBSOͷػೳΛ֬ೝ
    ϩδεςΟοΫճؼ
    TLMFBSOMJOFBS@NPEFM-PHJTUJD3FHSFTTJPO
    αϙʔτϕΫλʔϚγϯ
    TLMFBSOTWN47$
    Χʔωϧ47.
    TLMFBSOTWN47$
    ܾఆ໦
    TLMFBSOUSFF%FDJTJPO5SFF$MBTTJpFS
    ϥϯμϜϑΥϨετ
    TLMFBSOFOTFNCMF3BOEPN'PSFTU$MBTTJpFS
    Lۙ๣
    TLMFBSOOFJHICPST,/FJHICPST$MBTTJpFS 
47. આ໌ม਺ͱ໨తม਺ΛܾΊΔ גࣜձࣾCMSίϛϡχέʔγϣϯζ QBOEBTͷػೳΛ࢖͏  9
    
    EGJMPD<
    >
    Z
    
    EG<bྲྀߦ>
48. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ֶशσʔλͱςετσʔλΛ෼ׂ ΞϧΰϦζϜͷॳظԽ ύϥϝʔλઃఆ ֶश
49. ֶशσʔλͱςετσʔλΛ෼ׂ גࣜձࣾCMSίϛϡχέʔγϣϯζ TDJMJUMFBSOͷػೳΛ࢖͏
    IUUQRJJUBDPNUFSBQZPOJUFNTGEFFFFCGC  GSPN
    TLMFBSONPEFM@TFMFDUJPO
    JNQPSU
    USBJO@UFTU@TQMJU
    9@USBJO
    9@WBM
    Z@USBJO
    Z@WBM
    
    a
    USBJO@UFTU@TQMJU 9
    Z
    USBJO@TJ[F
50. 
51. ΞϧΰϦζϜͷॳظԽ גࣜձࣾCMSίϛϡχέʔγϣϯζ TDJMJUMFBSOͷػೳΛ࢖͏  GSPN
    TLMFBSOMJOFBS@NPEFM
    JNQPSU
    -PHJTUJD3FHSFTTJPO
    DMG
    
    -PHJTUJD3FHSFTTJPO
52. ύϥϝʔλઃఆ גࣜձࣾCMSίϛϡχέʔγϣϯζ TDJMJUMFBSOͷػೳΛ࢖͏  GSPN
    TLMFBSOUSFF
    JNQPSU
    %FDJTJPO5SFF$MBTTJpFS
    DMG
    
    %FDJTJPO5SFF$MBTTJpFS NBY@EFQUI
53. ֶश גࣜձࣾCMSίϛϡχέʔγϣϯζ TDJMJUMFBSOͷػೳΛ࢖͏  DMGpU 9@USBJO
    Z@USBJO
54. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ༧ଌ ༧ଌ݁ՌΛධՁ ࠞಉߦྻͰ֬ೝ ద߹཰ɾ࠶ݱ཰ɾ'஋ ଞͷϞσϧɾύϥϝʔλΛࢼ͢ ަࠩݕূ ΫϩεόϦσʔγϣϯ άϦοταʔν ύϥϝʔλௐ੔
55. ༧ଌ גࣜձࣾCMSίϛϡχέʔγϣϯζ TDJMJUMFBSOͷػೳΛ࢖͏  Z@WBM@QSFE
    
    DMGQSFEJDU 9@WBM
56. ༧ଌ݁ՌΛධՁ גࣜձࣾCMSίϛϡχέʔγϣϯζ TDJMJUMFBSOͷػೳΛ࢖͏  GSPN
    TLMFBSONFUSJDT
    JNQPSU
    BDDVSBDZ@TDPSF
    BDDVSBDZ@TDPSF Z@WBM
    Z@WBM@QSFE
57. ࠞಉߦྻͰ֬ೝ גࣜձࣾCMSίϛϡχέʔγϣϯζ TDJMJUMFBSOͷػೳΛ࢖͏  GSPN
    TLMFBSONFUSJDT
    JNQPSU
    DPOGVTJPO@NBUSJY
    DN
    
    DPOGVTJPO@NBUSJY Z@WBM
    Z@WBM@QSFE BSSBZ <<
    
    
    >
    
    
    
    
    
    
    
    <
    
    
    >> <<51
    '/>
    
    <'1
    5/>>
58. ద߹཰ɾ࠶ݱ཰ɾ'஋ גࣜձࣾCMSίϛϡχέʔγϣϯζ TDJMJUMFBSOͷػೳΛ࢖͏  GSPN
    TLMFBSONFUSJDT
    JNQPSU
    DMBTTJpDBUJPO@SFQPSU
    QSJOU DMBTTJpDBUJPO@SFQPSU Z@WBM
    Z@WBM@QSFE
    
    
    
    
    
    
    
    
    
    
    
    
    QSFDJTJPO
    
    
    
    SFDBMM
    
    GTDPSF
    
    
    TVQQPSU
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    BWH
    
    UPUBM
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
59. ద߹཰ɾ࠶ݱ཰ɾ'஋ גࣜձࣾCMSίϛϡχέʔγϣϯζ ద߹཰
    1 ࠓճͷ৔߹͸ɺྲྀߦ͍ͯ͠ͳ͍
    ʹ൑ఆ͞Εͨ ཰
    
    
     
    
    
    / ࠓճͷ৔߹͸ɺྲྀߦ͍ͯ͠Δ
    ʹ൑ఆ͞Εͨ཰
    
    
     
    
    
    ࠶ݱ཰
    5ͱਖ਼͘͠༧ଌͰׂ͖ͨ߹
    
    
     
    
    
    'ͱਖ਼͘͠༧ଌͰׂ͖ͨ߹
    
    
     
    
    
    '஋
    
    
    ద߹཰ ࠶ݱ཰
    
    ͷ'஋
    
    
    
    
    
    
    
    
    
    ͷ'஋
    
    
    
    
    
    
    
    
     
60. ଞͷϞσϧɾύϥϝʔλΛࢼ͢ גࣜձࣾCMSίϛϡχέʔγϣϯζ ؔ਺Խ͓ͯ͘͠  EFG
    pU@UP@QSFE DMG
    9@USBJO
    9@WBM
    Z@USBJO
    Z@WBM 
    
    
    
    
    
    ֶश
    
    
    
    
    DMGpU 9@USBJO
    Z@USBJO
    
    
    
    
    
    ֶशσʔλͰධՁ
    
    
    
    
    Z@USBJO@QSFE
    
    DMGQSFEJDU 9@USBJO
    
    
    
    
    QSJOU Z@USBJO@QSFE
    
    
    
    
    
    SFQPSU Z@USBJO
    Z@USBJO@QSFE
    
    
    
    
    
    ςετσʔλͰධՁ
    
    
    
    
    Z@WBM@QSFE
    
    DMGQSFEJDU 9@WBM
    
    
    
    
    QSJOU Z@WBM@QSFE
    
    
    
    
    
    SFQPSU Z@WBM
    Z@WBM@QSFE
    
    
    
    
    
    ֶशࡁΈσʔλΛฦ͢
    
    
    
    
    SFUVSO
    DMG
61. ଞͷϞσϧɾύϥϝʔλΛࢼ͢ גࣜձࣾCMSίϛϡχέʔγϣϯζ ؔ਺Λ࣮ߦ  DMG
    
    -PHJTUJD3FHSFTTJPO
    pU@UP@QSFE DMG
    9@USBJO
    9@WBM
    Z@USBJO
    Z@WBM
    GSPN
    TLMFBSOTWN
    JNQPSU
    47$
    TWD
    
    47$ LFSOFMMJOFBS
    pU@UP@QSFE TWD
    9@USBJO
    9@WBM
    Z@USBJO
    Z@WBM
    GSPN
    TLMFBSOFOTFNCMF
    JNQPSU
    3BOEPN'PSFTU$MBTTJpFS
    SG
    
    3BOEPN'PSFTU$MBTTJpFS
    pU@UP@QSFE SG
    9@USBJO
    9@WBM
    Z@USBJO
    Z@WBM
62. ަࠩݕূ ΫϩεόϦσʔγϣϯ גࣜձࣾCMSίϛϡχέʔγϣϯζ TDJMJUMFBSOͷػೳΛ࢖͏  GSPN
    TLMFBSONPEFM@TFMFDUJPO
    JNQPSU
    DSPTT@WBM@TDPSF
    GSPN
    TLMFBSONPEFM@TFMFDUJPO
    JNQPSU
    ,'PME
    DW
    
    ,'PME 
    TIV⒐F5SVF
    DMG
    
    -PHJTUJD3FHSFTTJPO
    DSPTT@WBM@TDPSF DMG
    9
    Z
    DWDW
63. άϦοταʔν ύϥϝʔλௐ੔ גࣜձࣾCMSίϛϡχέʔγϣϯζ TDJMJUMFBSOͷػೳΛ࢖͏  GSPN
    TLMFBSONPEFM@TFMFDUJPO
    JNQPSU
    (SJE4FBSDI$7
    QBSBN@HSJE
    
    \NBY@EFQUI
    <
    
    
    
    
    
    
    >
    
    O@FTUJNBUPST
    <
    
    
    
    
    
    
    >^
    SG
    
    3BOEPN'PSFTU$MBTTJpFS
    NBY@EFQUI
    O@FTUJNBUPST
    HSJE@TFBSDI
    
    (SJE4FBSDI$7 SG
    QBSBN@HSJE
    DWDW
    
    O@KPCT
    WFSCPTF
    HSJE@TFBSDIpU 9
    Z
    HSJE@TFBSDICFTU@TDPSF@
    HSJE@TFBSDICFTU@QBSBNT@
64. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ
65. 5IBOL
    ZPV $.4 1MPOF גࣜձࣾCMSίϛϡχέʔγϣϯζ  $POUBDU
    UP
    UFSBEB!DNTDPNKQ