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人を賢くする人工知能 / 2019.08.31

人を賢くする人工知能 / 2019.08.31

WWLコンソーシアム構築支援事業 特別講演会の講演資料です。
大阪府の高校生や教育関係者の方々と一緒に、AI時代に活躍するためには何ができるかを議論しました。

Shoya Ishimaru

August 31, 2019
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  1. ਓΛݡ͘͢Δਓ޻஌ೳ
    88-ίϯιʔγΞϜߏஙࢧԉࣄۀಛผߨԋձ

    ੴؙᠳ໵ υΠπਓ޻஌ೳݚڀηϯλʔ %',*

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  2. ࣗݾ঺հ

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  3. ࣗݾ঺հ
    • ೥Ѫඤݝੜ·Ε

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  4. ࣗݾ঺հ
    • ೥Ѫඤݝੜ·Ε
    • ೥େࡕ෎ཱେֶେֶӃ޻ֶݚڀՊम࢜ ౉Ԥ

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  5. ࣗݾ঺հ
    • ೥Ѫඤݝੜ·Ε
    • ೥େࡕ෎ཱେֶେֶӃ޻ֶݚڀՊम࢜ ౉Ԥ
    • ೥ΧΠβʔεϥ΢ςϧϯ޻Պେֶത࢜ ޻ֶ

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  6. ࣗݾ঺հ
    • ೥Ѫඤݝੜ·Ε
    • ೥େࡕ෎ཱେֶେֶӃ޻ֶݚڀՊम࢜ ౉Ԥ
    • ೥ΧΠβʔεϥ΢ςϧϯ޻Պେֶത࢜ ޻ֶ

    • ݱࡏυΠπਓ޻஌ೳݚڀηϯλʔ্ڃݚڀһ

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  7. View Slide

  8. ΧΠβʔεϥ΢ςϧϯ

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  9. View Slide

  10. View Slide

  11. υΠπਓ޻஌ೳݚڀηϯλʔ

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  12. υΠπਓ޻஌ೳݚڀηϯλʔ
    • ӳޠදه(FSNBO3FTFBSDI$FOUSFGPS"SUJpDJBM*OUFMMJHFODF

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  13. υΠπਓ޻஌ೳݚڀηϯλʔ
    • ӳޠදه(FSNBO3FTFBSDI$FOUSFGPS"SUJpDJBM*OUFMMJHFODF
    • υΠπޠ%FVUTDIFT'PSTDIVOHT[FOUSVNGÛS,ÛOTUMJDIF*OUFMMJHFO[

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  14. υΠπਓ޻஌ೳݚڀηϯλʔ
    • ӳޠදه(FSNBO3FTFBSDI$FOUSFGPS"SUJpDJBM*OUFMMJHFODF
    • υΠπޠ%FVUTDIFT'PSTDIVOHT[FOUSVNGÛS,ÛOTUMJDIF*OUFMMJHFO[
    • ௨শ%',*

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  15. υΠπਓ޻஌ೳݚڀηϯλʔ
    • ӳޠදه(FSNBO3FTFBSDI$FOUSFGPS"SUJpDJBM*OUFMMJHFODF
    • υΠπޠ%FVUTDIFT'PSTDIVOHT[FOUSVNGÛS,ÛOTUMJDIF*OUFMMJHFO[
    • ௨শ%',*
    • ׭ͱຽ͔Βͷग़ࢿΛड͚ΔඇӦར༗ݶձࣾ

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  16. υΠπਓ޻஌ೳݚڀηϯλʔ
    • ӳޠදه(FSNBO3FTFBSDI$FOUSFGPS"SUJpDJBM*OUFMMJHFODF
    • υΠπޠ%FVUTDIFT'PSTDIVOHT[FOUSVNGÛS,ÛOTUMJDIF*OUFMMJHFO[
    • ௨শ%',*
    • ׭ͱຽ͔Βͷग़ࢿΛड͚ΔඇӦར༗ݶձࣾ
    • ࣌఺Ͱͷैۀһ਺ ͏ͪ೔ຊਓ

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  17. υΠπਓ޻஌ೳݚڀηϯλʔ
    • ӳޠදه(FSNBO3FTFBSDI$FOUSFGPS"SUJpDJBM*OUFMMJHFODF
    • υΠπޠ%FVUTDIFT'PSTDIVOHT[FOUSVNGÛS,ÛOTUMJDIF*OUFMMJHFO[
    • ௨শ%',*
    • ׭ͱຽ͔Βͷग़ࢿΛड͚ΔඇӦར༗ݶձࣾ
    • ࣌఺Ͱͷैۀһ਺ ͏ͪ೔ຊਓ

    • ϑϧλΠϜͷ৬һ

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  18. υΠπਓ޻஌ೳݚڀηϯλʔ
    • ӳޠදه(FSNBO3FTFBSDI$FOUSFGPS"SUJpDJBM*OUFMMJHFODF
    • υΠπޠ%FVUTDIFT'PSTDIVOHT[FOUSVNGÛS,ÛOTUMJDIF*OUFMMJHFO[
    • ௨শ%',*
    • ׭ͱຽ͔Βͷग़ࢿΛड͚ΔඇӦར༗ݶձࣾ
    • ࣌఺Ͱͷैۀһ਺ ͏ͪ೔ຊਓ

    • ϑϧλΠϜͷ৬һ
    • ύʔτλΠϜͷେֶӃੜ

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  19. ΧΠβʔεϥ΢ςϧϯ

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  20. ΧΠβʔεϥ΢ςϧϯ

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  21. ͭͷڌ఺

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  22. ͭͷڌ఺
    ,BJTFSTMBVUFSO ΧΠβʔεϥ΢ςϧϯ

    "VHNFOUFE7JTJPO &NCFEEFE*OUFMMJHFODF *OOPWBUJWF'BDUPSZ4ZTUFN 

    *OUFMMJHFOU/FUXPSLT 4NBSU%BUB,OPXMFEHF4FSWJDFT
    4BBSCSÛDLFO βʔϧϒϦϡοέϯ

    $PHOJUJWF"TTJTUBOUT -BOHVBHF5FDIOPMPHZ "HFOUT4JNVMBUFE3FBMJUZ 

    4NBSU4FSWJDF&OHJOFFSJOH *OTUJUVUFGPS*OGPSNBUJPO4ZTUFNT

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  23. ͭͷڌ఺
    ,BJTFSTMBVUFSO ΧΠβʔεϥ΢ςϧϯ

    "VHNFOUFE7JTJPO &NCFEEFE*OUFMMJHFODF *OOPWBUJWF'BDUPSZ4ZTUFN 

    *OUFMMJHFOU/FUXPSLT 4NBSU%BUB,OPXMFEHF4FSWJDFT
    4BBSCSÛDLFO βʔϧϒϦϡοέϯ

    $PHOJUJWF"TTJTUBOUT -BOHVBHF5FDIOPMPHZ "HFOUT4JNVMBUFE3FBMJUZ 

    4NBSU4FSWJDF&OHJOFFSJOH *OTUJUVUFGPS*OGPSNBUJPO4ZTUFNT
    #SFNFO ϒϨʔϝϯ

    $ZCFS1IZTJDBM4ZTUFNT 3PCPUJDT*OOPWBUJPO$FOUFS
    #FSMJO ϕϧϦϯ

    &EVDBUJPOBM5FDIOPMPHJFT 4NBSU5FYUJMFT *OUFMMJHFOU"OBMZUJDT.BTT%BUB
    0MEFOCVSH0TOBCSÛDL ΦϧσϯϒϧΫɾΦεφϒϦϡοΫ

    .BSJOF1FSDFQUJPO 3PCPU1MBOOJOH 4NBSU&OUFSQSJTF&OHJOFFSJOH




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  24. ͭͷϦϏϯάϥϘ
    "EWBODFE%SJWFS"TTJTUBODF

    4ZTUFNT-JWJOH-BC
    3PCPUJD&YQMPSBUJPO-BC
    #SFNFO"NCJFOU

    "TTJTUFE-JWJOH-BC
    *OOPWBUJWF3FUBJM-BC
    4NBSU'BDUPSZ 4NBSU0GpDF4QBDF *NNFSTJWF2VBOUJpFE-FBSOJOH-BC

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  25. ࠓ೔ͷߨԋɾύωϧσΟεΧογϣϯͷλΠτϧ͕

    ʮ"*࣌୅ʹ׆༂͢ΔͨΊʹ͸ʯͱ͍͏͜ͱͳͷͰ

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  26. ࠓ೔ͷߨԋɾύωϧσΟεΧογϣϯͷλΠτϧ͕

    ʮ"*࣌୅ʹ׆༂͢ΔͨΊʹ͸ʯͱ͍͏͜ͱͳͷͰ
    ͋ͳͨ͸"*Λ׆༻ͯ͠

    ͲΜͳ͜ͱ͕͍ͨ͠Ͱ͔͢ʁ
    ࣭໰

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  27. ࠓ೔ͷߨԋɾύωϧσΟεΧογϣϯͷλΠτϧ͕

    ʮ"*࣌୅ʹ׆༂͢ΔͨΊʹ͸ʯͱ͍͏͜ͱͳͷͰ
    ͋ͳͨ͸"*Λ׆༻ͯ͠

    ͲΜͳ͜ͱ͕͍ͨ͠Ͱ͔͢ʁ
    ੴؙͷճ౴ਓΛݡ͍ͨ͘͠
    ࣭໰

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  28. ਓ޻஌ೳWTਓؒ

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  29. ਓ޻஌ೳWTਓؒ
    %FFQ#MVF

    νΣε"*͕ਓؒͷϓϩΛഁΔ

    ਓ͕ؒڭ͑ͨϚχϡΞϧΛ΋ͱʹઓ͏

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  30. ਓ޻஌ೳWTਓؒ
    %FFQ#MVF

    νΣε"*͕ਓؒͷϓϩΛഁΔ

    ਓ͕ؒڭ͑ͨϚχϡΞϧΛ΋ͱʹઓ͏
    "MQIB(P

    ғޟ"*͕ਓؒͷϓϩع࢜ΛഁΔ

    ϓϩͷعේͱڧԽֶशΛ΋ͱʹ੒௕

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  31. ਓ޻஌ೳWTਓؒ
    %FFQ#MVF

    νΣε"*͕ਓؒͷϓϩΛഁΔ

    ਓ͕ؒڭ͑ͨϚχϡΞϧΛ΋ͱʹઓ͏
    "MQIB(P

    ғޟ"*͕ਓؒͷϓϩع࢜ΛഁΔ

    ϓϩͷعේͱڧԽֶशΛ΋ͱʹ੒௕
    ਓ͕"*Λ

    ݡ͘͢Δ

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  32. ਓ޻஌ೳWTਓؒ
    %FFQ#MVF

    νΣε"*͕ਓؒͷϓϩΛഁΔ

    ਓ͕ؒڭ͑ͨϚχϡΞϧΛ΋ͱʹઓ͏
    "MQIB(P

    ғޟ"*͕ਓؒͷϓϩع࢜ΛഁΔ

    ϓϩͷعේͱڧԽֶशΛ΋ͱʹ੒௕
    "MQIB(P;FSP

    ϧʔϧ͚͔ͩΒֶशͨ͠"*͕"MQIB(Pʹউར
    ਓؒͷखΛआΓͣʹ੒௕
    ਓ͕"*Λ

    ݡ͘͢Δ

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  33. ਓ޻஌ೳWTਓؒ
    %FFQ#MVF

    νΣε"*͕ਓؒͷϓϩΛഁΔ

    ਓ͕ؒڭ͑ͨϚχϡΞϧΛ΋ͱʹઓ͏
    "MQIB(P

    ғޟ"*͕ਓؒͷϓϩع࢜ΛഁΔ

    ϓϩͷعේͱڧԽֶशΛ΋ͱʹ੒௕
    "MQIB(P;FSP

    ϧʔϧ͚͔ͩΒֶशͨ͠"*͕"MQIB(Pʹউར
    ਓؒͷखΛआΓͣʹ੒௕
    ਓ͕"*Λ

    ݡ͘͢Δ
    "*͕"*Λ

    ݡ͘͢Δ

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  34. ਓ޻஌ೳWTਓؒ
    %FFQ#MVF

    νΣε"*͕ਓؒͷϓϩΛഁΔ

    ਓ͕ؒڭ͑ͨϚχϡΞϧΛ΋ͱʹઓ͏
    "MQIB(P

    ғޟ"*͕ਓؒͷϓϩع࢜ΛഁΔ

    ϓϩͷعේͱڧԽֶशΛ΋ͱʹ੒௕
    "MQIB(P;FSP

    ϧʔϧ͚͔ͩΒֶशͨ͠"*͕"MQIB(Pʹউར
    ਓؒͷखΛआΓͣʹ੒௕
    ਓ͕"*Λ

    ݡ͘͢Δ
    "*͕"*Λ

    ݡ͘͢Δ
    ࣍͸ͲΜͳ͜ͱ͕ى͖Δʁ

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  35. ਓ޻஌ೳWTਓؒ
    %FFQ#MVF

    νΣε"*͕ਓؒͷϓϩΛഁΔ

    ਓ͕ؒڭ͑ͨϚχϡΞϧΛ΋ͱʹઓ͏
    "MQIB(P

    ғޟ"*͕ਓؒͷϓϩع࢜ΛഁΔ

    ϓϩͷعේͱڧԽֶशΛ΋ͱʹ੒௕
    "MQIB(P;FSP

    ϧʔϧ͚͔ͩΒֶशͨ͠"*͕"MQIB(Pʹউར
    ਓؒͷखΛआΓͣʹ੒௕
    ਓ͕"*Λ

    ݡ͘͢Δ
    "*͕"*Λ

    ݡ͘͢Δ
    "*͕ਓΛ

    ݡ͘͢Δͱ໘നͦ͏
    ࣍͸ͲΜͳ͜ͱ͕ى͖Δʁ

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  36. ݱࡏ ະདྷ
    "*

    ݡ͞

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  37. ݱࡏ ະདྷ
    "*

    ਓ"*
    ݡ͞

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  38. ͭͷϦϏϯάϥϘ
    "EWBODFE%SJWFS"TTJTUBODF

    4ZTUFNT-JWJOH-BC
    3PCPUJD&YQMPSBUJPO-BC
    #SFNFO"NCJFOU

    "TTJTUFE-JWJOH-BC
    *OOPWBUJWF3FUBJM-BC
    4NBSU'BDUPSZ 4NBSU0GpDF4QBDF *NNFSTJWF2VBOUJpFE-FBSOJOH-BC

    ਓؒͷֶशΛࢧԉ͢Δݚڀ

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  39. *NNFSTJWF2VBOUJpFE-FBSOJOH-BC J2--BC

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  40. *NNFSTJWF2VBOUJpFE-FBSOJOH-BC J2--BC

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  41. ֶशํ๏Λ࠷దԽͯ͠ਓΛݡ͘͢Δ

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  42. ηϯαͰڵຯɾཧղɾෛՙͷ౓߹͍Λਪఆ
    ڵຯ ओ؍٬؍తཧղ౓ ೝ஌ෛՙ
    ΞΠτϥοΧ
    αʔϞΧϝϥ
    ಡΈฦ͠ إԹ౓
    ஫ࢹ࣌ؒ

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  43. View Slide

  44. ࢹઢ͔Βճ౴ʹର͢Δ֬৴౓Λਪఆ
    ֬৴Λ΋ͨͣʹ౴͑ͯؒҧ͑ͨ໰୊ͷྫ ֬৴Λ΋ͬͯ౴͑ͯؒҧ͑ͨ໰୊ͷྫ

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  45. श׳͔ΒਓΛݡ͘͢Δ

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  46. ྫ͑͹ಡॻྔͱֶྗͷؔ܎
    ϕωοηڭҭ૯߹ݚڀॴ͕೥݄೔ʹൃදͨ͠ௐࠪ݁ՌʹΑΔͱ

    ͨ͘͞ΜಡॻΛ͍ͯ͠ΔࢠͲ΋΄Ͳֶྗ͕޲্͢Δ͜ͱ͕໌Β͔ʹͳͬͨ

    ಡॻྔ͸ಛʹʮࢉ਺ʯͰภࠩ஋ͷมԽͷ͕ࠩେ͖͍ͱ͍͏

    খֶੜ ೥ϲ݄ͷௐࠪ ಡॻগͳ͍ʙ࡭ ଟ͍࡭Ҏ্

    IUUQTCFSECFOFTTFKQTQFDJBMCJHEBUBFCPPLBOBMZTJTQIQ

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  47. ମͷ݈߁ɺ಄ͷ݈߁
    ສาܭ

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  48. ମͷ݈߁ɺ಄ͷ݈߁
    ສาܭ ສޠܭ

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  49. +*/4.&.&

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  50. #
    3 -
    ిۃ
    ؟ిҐܭଌ
    ɾਨ௚# -3

    ɾਫฏ-3

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  51. View Slide

  52. View Slide

  53. ମͷ݈߁ɺ಄ͷ݈߁ɺ৺ͷ݈߁
    ສาܭ ສޠܭ

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  54. ମͷ݈߁ɺ಄ͷ݈߁ɺ৺ͷ݈߁
    ສาܭ ສޠܭ ৺Թܭ

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  55. ೥౓*1"ະ౿ࣄۀʮ৺Թܭʯ
    ηϯαͰه࿥ͨ͠೔ʑͷߦಈϩά͔Β

    ৺ͷঢ়ଶΛఆྔԽͯ͠දࣔ͢ΔΞϓϦ

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  56. ະ౿Ͱͷ׆ಈʹ͍ͭͯ͸ʮ*1"/&847PMʯͰݕࡧ
    IUUQTXXXJQBHPKQpMFTQEG

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  57. ·ͱΊ

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  58. ·ͱΊ
    • υΠπਓ޻஌ೳݚڀηϯλʔ %',*
    ͸ͭͷڌ఺ͱ

    ͭͷϦϏϯάϥϘͰߏ੒͞ΕΔυΠπͷݚڀػؔ

    View Slide

  59. ·ͱΊ
    • υΠπਓ޻஌ೳݚڀηϯλʔ %',*
    ͸ͭͷڌ఺ͱ

    ͭͷϦϏϯάϥϘͰߏ੒͞ΕΔυΠπͷݚڀػؔ
    • ͋ͳͨ͸"*Λ׆༻ͯ͠ͲΜͳ͜ͱ͕͍ͨ͠Ͱ͔͢ʁ

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  60. ·ͱΊ
    • υΠπਓ޻஌ೳݚڀηϯλʔ %',*
    ͸ͭͷڌ఺ͱ

    ͭͷϦϏϯάϥϘͰߏ੒͞ΕΔυΠπͷݚڀػؔ
    • ͋ͳͨ͸"*Λ׆༻ͯ͠ͲΜͳ͜ͱ͕͍ͨ͠Ͱ͔͢ʁ
    • ੴؙ͸"*ͰਓΛ΋ͬͱݡ͍ͨ͘͠

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  61. ·ͱΊ
    • υΠπਓ޻஌ೳݚڀηϯλʔ %',*
    ͸ͭͷڌ఺ͱ

    ͭͷϦϏϯάϥϘͰߏ੒͞ΕΔυΠπͷݚڀػؔ
    • ͋ͳͨ͸"*Λ׆༻ͯ͠ͲΜͳ͜ͱ͕͍ͨ͠Ͱ͔͢ʁ
    • ੴؙ͸"*ͰਓΛ΋ͬͱݡ͍ͨ͘͠
    • ݡ͞ͱ͸ʁ

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  62. ·ͱΊ
    • υΠπਓ޻஌ೳݚڀηϯλʔ %',*
    ͸ͭͷڌ఺ͱ

    ͭͷϦϏϯάϥϘͰߏ੒͞ΕΔυΠπͷݚڀػؔ
    • ͋ͳͨ͸"*Λ׆༻ͯ͠ͲΜͳ͜ͱ͕͍ͨ͠Ͱ͔͢ʁ
    • ੴؙ͸"*ͰਓΛ΋ͬͱݡ͍ͨ͘͠
    • ݡ͞ͱ͸ʁ
    • ஌ֶࣝशաఔΛܭଌͯ͠ڭࡐ΍ֶͼํΛ࠷దԽ

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  63. ·ͱΊ
    • υΠπਓ޻஌ೳݚڀηϯλʔ %',*
    ͸ͭͷڌ఺ͱ

    ͭͷϦϏϯάϥϘͰߏ੒͞ΕΔυΠπͷݚڀػؔ
    • ͋ͳͨ͸"*Λ׆༻ͯ͠ͲΜͳ͜ͱ͕͍ͨ͠Ͱ͔͢ʁ
    • ੴؙ͸"*ͰਓΛ΋ͬͱݡ͍ͨ͘͠
    • ݡ͞ͱ͸ʁ
    • ஌ֶࣝशաఔΛܭଌͯ͠ڭࡐ΍ֶͼํΛ࠷దԽ
    • श׳೔ৗੜ׆Λܭଌͯ͠߹ཧతͳҙࢥܾఆΛࢧԉ

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  64. ·ͱΊ
    • υΠπਓ޻஌ೳݚڀηϯλʔ %',*
    ͸ͭͷڌ఺ͱ

    ͭͷϦϏϯάϥϘͰߏ੒͞ΕΔυΠπͷݚڀػؔ
    • ͋ͳͨ͸"*Λ׆༻ͯ͠ͲΜͳ͜ͱ͕͍ͨ͠Ͱ͔͢ʁ
    • ੴؙ͸"*ͰਓΛ΋ͬͱݡ͍ͨ͘͠
    • ݡ͞ͱ͸ʁ
    • ஌ֶࣝशաఔΛܭଌͯ͠ڭࡐ΍ֶͼํΛ࠷దԽ
    • श׳೔ৗੜ׆Λܭଌͯ͠߹ཧతͳҙࢥܾఆΛࢧԉ
    • ଞʹ΋૑଄ੑͳͲ

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  65. ࣾձʹΠϯύΫτΛ༩͑ΔΞϓϦαʔϏεΛ࡞Δൿ݃
    ಠࣗͷࢹ఺͔ΒϓϩδΣΫτΛੜΈग़͢
    • ࣗ෼΍਎ۙͷ୭͔͕࢖͍͍ͨͱࢥ͏΋ͷ

    ৘೤͕ͳ͚Ε͹ϦϦʔε·ͰϞνϕʔγϣϯΛҡ࣋͢Δͷ͸೉͍͠ɻ

    • ࣗ෼ͷझຯɾಛٕɾܦݧΛ׆༻ͨ͠΋ͷ

    ٕज़͚ͩͰ͸উͯͳͯ͘΋"/%ͷ࠽ೳͰҰ൪ʹͳΕΔՄೳੑ͕͋Δɻ

    • ੈͷதͷৗࣝ΍΋ͷͷݟํΛม͑Δ΋ͷ

    ୭΋͕ϚΠφεͩͱࢥ͍ͬͯΔ΋ͷΛϓϥεʹͰ͖ͳ͍͔ߟ͑Δɻ
    ύωϧσΟεΧογϣϯͰ௖͍࣭ͨ໰΁ͷճ౴

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