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。

Transcript

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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8. ΧΠβʔεϥ΢ςϧϯ
   

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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
    "*
    ਓ
    ݡ͞
    

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37. ݱࡏ ະདྷ
    "*
    ਓ
    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
    

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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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