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人を賢くする人工知能 / 2019.08.31

Avatar for Shoya Ishimaru Shoya Ishimaru
August 31, 2019
Education
0
240

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。

Avatar for Shoya Ishimaru

Shoya Ishimaru

August 31, 2019
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Transcript

  1. ਓΛݡ͘͢Δਓ޻஌ೳ 88-ίϯιʔγΞϜߏஙࢧԉࣄۀಛผߨԋձ
 ੴؙᠳ໵ υΠπਓ޻஌ೳݚڀηϯλʔ %',*

  2. ࣗݾ঺հ

  3. ࣗݾ঺հ • ೥Ѫඤݝੜ·Ε

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

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

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

    ݱࡏυΠπਓ޻஌ೳݚڀηϯλʔ্ڃݚڀһ
  7. None

  8. ΧΠβʔεϥ΢ςϧϯ

  9. None
  10. None

  11. υΠπਓ޻஌ೳݚڀηϯλʔ

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

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

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

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

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

    ࣌఺Ͱͷैۀһ਺ ͏ͪ೔ຊਓ

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

    ࣌఺Ͱͷैۀһ਺ ͏ͪ೔ຊਓ • ϑϧλΠϜͷ৬һ

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

    ࣌఺Ͱͷैۀһ਺ ͏ͪ೔ຊਓ • ϑϧλΠϜͷ৬һ • ύʔτλΠϜͷେֶӃੜ

  19. ΧΠβʔεϥ΢ςϧϯ

  20. ΧΠβʔεϥ΢ςϧϯ

  21. ͭͷڌ఺

  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 

  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    

  24. ͭͷϦϏϯάϥϘ "EWBODFE%SJWFS"TTJTUBODF
 4ZTUFNT-JWJOH-BC 3PCPUJD&YQMPSBUJPO-BC #SFNFO"NCJFOU
 "TTJTUFE-JWJOH-BC *OOPWBUJWF3FUBJM-BC 4NBSU'BDUPSZ 4NBSU0GpDF4QBDF *NNFSTJWF2VBOUJpFE-FBSOJOH-BC

  25. ࠓ೔ͷߨԋɾύωϧσΟεΧογϣϯͷλΠτϧ͕
 ʮ"*࣌୅ʹ׆༂͢ΔͨΊʹ͸ʯͱ͍͏͜ͱͳͷͰ

  26. ࠓ೔ͷߨԋɾύωϧσΟεΧογϣϯͷλΠτϧ͕
 ʮ"*࣌୅ʹ׆༂͢ΔͨΊʹ͸ʯͱ͍͏͜ͱͳͷͰ ͋ͳͨ͸"*Λ׆༻ͯ͠
 ͲΜͳ͜ͱ͕͍ͨ͠Ͱ͔͢ʁ ࣭໰

  27. ࠓ೔ͷߨԋɾύωϧσΟεΧογϣϯͷλΠτϧ͕
 ʮ"*࣌୅ʹ׆༂͢ΔͨΊʹ͸ʯͱ͍͏͜ͱͳͷͰ ͋ͳͨ͸"*Λ׆༻ͯ͠
 ͲΜͳ͜ͱ͕͍ͨ͠Ͱ͔͢ʁ ੴؙͷճ౴ਓΛݡ͍ͨ͘͠ ࣭໰

  28. ਓ޻஌ೳWTਓؒ

  29. ਓ޻஌ೳWTਓؒ %FFQ#MVF   νΣε"*͕ਓؒͷϓϩΛഁΔ
 ਓ͕ؒڭ͑ͨϚχϡΞϧΛ΋ͱʹઓ͏

  30. ਓ޻஌ೳWTਓؒ %FFQ#MVF   νΣε"*͕ਓؒͷϓϩΛഁΔ
 ਓ͕ؒڭ͑ͨϚχϡΞϧΛ΋ͱʹઓ͏ "MQIB(P   ғޟ"*͕ਓؒͷϓϩع࢜ΛഁΔ


    ϓϩͷعේͱڧԽֶशΛ΋ͱʹ੒௕

  31. ਓ޻஌ೳWTਓؒ %FFQ#MVF   νΣε"*͕ਓؒͷϓϩΛഁΔ
 ਓ͕ؒڭ͑ͨϚχϡΞϧΛ΋ͱʹઓ͏ "MQIB(P   ғޟ"*͕ਓؒͷϓϩع࢜ΛഁΔ


    ϓϩͷعේͱڧԽֶशΛ΋ͱʹ੒௕ ਓ͕"*Λ
 ݡ͘͢Δ

  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

  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

  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

  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

  36. ݱࡏ ະདྷ "* ਓ ݡ͞

  37. ݱࡏ ະདྷ "* ਓ ਓ "* ݡ͞

  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

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

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

  41. ֶशํ๏Λ࠷దԽͯ͠ਓΛݡ͘͢Δ

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

  43. None

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

  45. श׳͔ΒਓΛݡ͘͢Δ

  46. ྫ͑͹ಡॻྔͱֶྗͷؔ܎ ϕωοηڭҭ૯߹ݚڀॴ͕೥݄೔ʹൃදͨ͠ௐࠪ݁ՌʹΑΔͱ
 ͨ͘͞ΜಡॻΛ͍ͯ͠ΔࢠͲ΋΄Ͳֶྗ͕޲্͢Δ͜ͱ͕໌Β͔ʹͳͬͨ
 ಡॻྔ͸ಛʹʮࢉ਺ʯͰภࠩ஋ͷมԽͷ͕ࠩେ͖͍ͱ͍͏
 খֶੜ ೥ϲ݄ͷௐࠪ ಡॻগͳ͍ʙ࡭ ଟ͍࡭Ҏ্ IUUQTCFSECFOFTTFKQTQFDJBMCJHEBUBFCPPLBOBMZTJTQIQ

  47. ମͷ݈߁ɺ಄ͷ݈߁ ສาܭ

  48. ମͷ݈߁ɺ಄ͷ݈߁ ສาܭ ສޠܭ

  49. +*/4.&.&

  50. # 3 - ిۃ ؟ిҐܭଌ ɾਨ௚# - 3 <N7> ɾਫฏ-3<N7>

  51. None
  52. None

  53. ମͷ݈߁ɺ಄ͷ݈߁ɺ৺ͷ݈߁ ສาܭ ສޠܭ

  54. ମͷ݈߁ɺ಄ͷ݈߁ɺ৺ͷ݈߁ ສาܭ ສޠܭ ৺Թܭ

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

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

  57. ·ͱΊ

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

  59. ·ͱΊ • υΠπਓ޻஌ೳݚڀηϯλʔ %',* ͸ͭͷڌ఺ͱ
 ͭͷϦϏϯάϥϘͰߏ੒͞ΕΔυΠπͷݚڀػؔ • ͋ͳͨ͸"*Λ׆༻ͯ͠ͲΜͳ͜ͱ͕͍ͨ͠Ͱ͔͢ʁ

  60. ·ͱΊ • υΠπਓ޻஌ೳݚڀηϯλʔ %',* ͸ͭͷڌ఺ͱ
 ͭͷϦϏϯάϥϘͰߏ੒͞ΕΔυΠπͷݚڀػؔ • ͋ͳͨ͸"*Λ׆༻ͯ͠ͲΜͳ͜ͱ͕͍ͨ͠Ͱ͔͢ʁ • ੴؙ͸"*ͰਓΛ΋ͬͱݡ͍ͨ͘͠

  61. ·ͱΊ • υΠπਓ޻஌ೳݚڀηϯλʔ %',* ͸ͭͷڌ఺ͱ
 ͭͷϦϏϯάϥϘͰߏ੒͞ΕΔυΠπͷݚڀػؔ • ͋ͳͨ͸"*Λ׆༻ͯ͠ͲΜͳ͜ͱ͕͍ͨ͠Ͱ͔͢ʁ • ੴؙ͸"*ͰਓΛ΋ͬͱݡ͍ͨ͘͠

    • ݡ͞ͱ͸ʁ

  62. ·ͱΊ • υΠπਓ޻஌ೳݚڀηϯλʔ %',* ͸ͭͷڌ఺ͱ
 ͭͷϦϏϯάϥϘͰߏ੒͞ΕΔυΠπͷݚڀػؔ • ͋ͳͨ͸"*Λ׆༻ͯ͠ͲΜͳ͜ͱ͕͍ͨ͠Ͱ͔͢ʁ • ੴؙ͸"*ͰਓΛ΋ͬͱݡ͍ͨ͘͠

    • ݡ͞ͱ͸ʁ • ஌ֶࣝशաఔΛܭଌͯ͠ڭࡐ΍ֶͼํΛ࠷దԽ

  63. ·ͱΊ • υΠπਓ޻஌ೳݚڀηϯλʔ %',* ͸ͭͷڌ఺ͱ
 ͭͷϦϏϯάϥϘͰߏ੒͞ΕΔυΠπͷݚڀػؔ • ͋ͳͨ͸"*Λ׆༻ͯ͠ͲΜͳ͜ͱ͕͍ͨ͠Ͱ͔͢ʁ • ੴؙ͸"*ͰਓΛ΋ͬͱݡ͍ͨ͘͠

    • ݡ͞ͱ͸ʁ • ஌ֶࣝशաఔΛܭଌͯ͠ڭࡐ΍ֶͼํΛ࠷దԽ • श׳೔ৗੜ׆Λܭଌͯ͠߹ཧతͳҙࢥܾఆΛࢧԉ

  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

  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౴