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人を賢くする人工知能 / 2019.08.31
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Shoya Ishimaru
August 31, 2019
Education
0
200
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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Transcript
ਓΛݡ͘͢Δਓೳ 88-ίϯιʔγΞϜߏஙࢧԉࣄۀಛผߨԋձ ੴؙᠳ υΠπਓೳݚڀηϯλʔ %',*
ࣗݾհ
ࣗݾհ • Ѫඤݝੜ·Ε
ࣗݾհ • Ѫඤݝੜ·Ε • େࡕཱେֶେֶӃֶݚڀՊम࢜ Ԥ
ࣗݾհ • Ѫඤݝੜ·Ε • େࡕཱେֶେֶӃֶݚڀՊम࢜ Ԥ • ΧΠβʔεϥςϧϯՊେֶത࢜ ֶ
ࣗݾհ • Ѫඤݝੜ·Ε • େࡕཱେֶେֶӃֶݚڀՊम࢜ Ԥ • ΧΠβʔεϥςϧϯՊେֶത࢜ ֶ •
ݱࡏυΠπਓೳݚڀηϯλʔ্ڃݚڀһ
None
ΧΠβʔεϥςϧϯ
None
None
υΠπਓೳݚڀηϯλʔ
υΠπਓೳݚڀηϯλʔ • ӳޠදه(FSNBO3FTFBSDI$FOUSFGPS"SUJpDJBM*OUFMMJHFODF
υΠπਓೳݚڀηϯλʔ • ӳޠදه(FSNBO3FTFBSDI$FOUSFGPS"SUJpDJBM*OUFMMJHFODF • υΠπޠ%FVUTDIFT'PSTDIVOHT[FOUSVNGÛS,ÛOTUMJDIF*OUFMMJHFO[
υΠπਓೳݚڀηϯλʔ • ӳޠදه(FSNBO3FTFBSDI$FOUSFGPS"SUJpDJBM*OUFMMJHFODF • υΠπޠ%FVUTDIFT'PSTDIVOHT[FOUSVNGÛS,ÛOTUMJDIF*OUFMMJHFO[ • ௨শ%',*
υΠπਓೳݚڀηϯλʔ • ӳޠදه(FSNBO3FTFBSDI$FOUSFGPS"SUJpDJBM*OUFMMJHFODF • υΠπޠ%FVUTDIFT'PSTDIVOHT[FOUSVNGÛS,ÛOTUMJDIF*OUFMMJHFO[ • ௨শ%',* • ͱຽ͔Βͷग़ࢿΛड͚ΔඇӦར༗ݶձࣾ
υΠπਓೳݚڀηϯλʔ • ӳޠදه(FSNBO3FTFBSDI$FOUSFGPS"SUJpDJBM*OUFMMJHFODF • υΠπޠ%FVUTDIFT'PSTDIVOHT[FOUSVNGÛS,ÛOTUMJDIF*OUFMMJHFO[ • ௨শ%',* • ͱຽ͔Βͷग़ࢿΛड͚ΔඇӦར༗ݶձࣾ •
࣌Ͱͷैۀһ ͏ͪຊਓ
υΠπਓೳݚڀηϯλʔ • ӳޠදه(FSNBO3FTFBSDI$FOUSFGPS"SUJpDJBM*OUFMMJHFODF • υΠπޠ%FVUTDIFT'PSTDIVOHT[FOUSVNGÛS,ÛOTUMJDIF*OUFMMJHFO[ • ௨শ%',* • ͱຽ͔Βͷग़ࢿΛड͚ΔඇӦར༗ݶձࣾ •
࣌Ͱͷैۀһ ͏ͪຊਓ • ϑϧλΠϜͷ৬һ
υΠπਓೳݚڀηϯλʔ • ӳޠදه(FSNBO3FTFBSDI$FOUSFGPS"SUJpDJBM*OUFMMJHFODF • υΠπޠ%FVUTDIFT'PSTDIVOHT[FOUSVNGÛS,ÛOTUMJDIF*OUFMMJHFO[ • ௨শ%',* • ͱຽ͔Βͷग़ࢿΛड͚ΔඇӦར༗ݶձࣾ •
࣌Ͱͷैۀһ ͏ͪຊਓ • ϑϧλΠϜͷ৬һ • ύʔτλΠϜͷେֶӃੜ
ΧΠβʔεϥςϧϯ
ΧΠβʔεϥςϧϯ
ͭͷڌ
ͭͷڌ ,BJTFSTMBVUFSO ΧΠβʔεϥςϧϯ "VHNFOUFE7JTJPO &NCFEEFE*OUFMMJHFODF *OOPWBUJWF'BDUPSZ4ZTUFN *OUFMMJHFOU/FUXPSLT 4NBSU%BUB,OPXMFEHF4FSWJDFT
4BBSCSÛDLFO βʔϧϒϦϡοέϯ $PHOJUJWF"TTJTUBOUT -BOHVBHF5FDIOPMPHZ "HFOUT4JNVMBUFE3FBMJUZ 4NBSU4FSWJDF&OHJOFFSJOH *OTUJUVUFGPS*OGPSNBUJPO4ZTUFNT
ͭͷڌ ,BJTFSTMBVUFSO ΧΠβʔεϥςϧϯ "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
ͭͷϦϏϯάϥϘ "EWBODFE%SJWFS"TTJTUBODF 4ZTUFNT-JWJOH-BC 3PCPUJD&YQMPSBUJPO-BC #SFNFO"NCJFOU "TTJTUFE-JWJOH-BC *OOPWBUJWF3FUBJM-BC 4NBSU'BDUPSZ 4NBSU0GpDF4QBDF *NNFSTJWF2VBOUJpFE-FBSOJOH-BC
ࠓͷߨԋɾύωϧσΟεΧογϣϯͷλΠτϧ͕ ʮ"*࣌ʹ׆༂͢ΔͨΊʹʯͱ͍͏͜ͱͳͷͰ
ࠓͷߨԋɾύωϧσΟεΧογϣϯͷλΠτϧ͕ ʮ"*࣌ʹ׆༂͢ΔͨΊʹʯͱ͍͏͜ͱͳͷͰ ͋ͳͨ"*Λ׆༻ͯ͠ ͲΜͳ͜ͱ͕͍ͨ͠Ͱ͔͢ʁ ࣭
ࠓͷߨԋɾύωϧσΟεΧογϣϯͷλΠτϧ͕ ʮ"*࣌ʹ׆༂͢ΔͨΊʹʯͱ͍͏͜ͱͳͷͰ ͋ͳͨ"*Λ׆༻ͯ͠ ͲΜͳ͜ͱ͕͍ͨ͠Ͱ͔͢ʁ ੴؙͷճਓΛݡ͍ͨ͘͠ ࣭
ਓೳWTਓؒ
ਓೳWTਓؒ %FFQ#MVF νΣε"*͕ਓؒͷϓϩΛഁΔ ਓ͕ؒڭ͑ͨϚχϡΞϧΛͱʹઓ͏
ਓೳWTਓؒ %FFQ#MVF νΣε"*͕ਓؒͷϓϩΛഁΔ ਓ͕ؒڭ͑ͨϚχϡΞϧΛͱʹઓ͏ "MQIB(P ғޟ"*͕ਓؒͷϓϩع࢜ΛഁΔ
ϓϩͷعේͱڧԽֶशΛͱʹ
ਓೳWTਓؒ %FFQ#MVF νΣε"*͕ਓؒͷϓϩΛഁΔ ਓ͕ؒڭ͑ͨϚχϡΞϧΛͱʹઓ͏ "MQIB(P ғޟ"*͕ਓؒͷϓϩع࢜ΛഁΔ
ϓϩͷعේͱڧԽֶशΛͱʹ ਓ͕"*Λ ݡ͘͢Δ
ਓೳWTਓؒ %FFQ#MVF νΣε"*͕ਓؒͷϓϩΛഁΔ ਓ͕ؒڭ͑ͨϚχϡΞϧΛͱʹઓ͏ "MQIB(P ғޟ"*͕ਓؒͷϓϩع࢜ΛഁΔ
ϓϩͷعේͱڧԽֶशΛͱʹ "MQIB(P;FSP ϧʔϧ͚͔ͩΒֶशͨ͠"*͕"MQIB(Pʹউར ਓؒͷखΛआΓͣʹ ਓ͕"*Λ ݡ͘͢Δ
ਓೳWTਓؒ %FFQ#MVF νΣε"*͕ਓؒͷϓϩΛഁΔ ਓ͕ؒڭ͑ͨϚχϡΞϧΛͱʹઓ͏ "MQIB(P ғޟ"*͕ਓؒͷϓϩع࢜ΛഁΔ
ϓϩͷعේͱڧԽֶशΛͱʹ "MQIB(P;FSP ϧʔϧ͚͔ͩΒֶशͨ͠"*͕"MQIB(Pʹউར ਓؒͷखΛआΓͣʹ ਓ͕"*Λ ݡ͘͢Δ "*͕"*Λ ݡ͘͢Δ
ਓೳWTਓؒ %FFQ#MVF νΣε"*͕ਓؒͷϓϩΛഁΔ ਓ͕ؒڭ͑ͨϚχϡΞϧΛͱʹઓ͏ "MQIB(P ғޟ"*͕ਓؒͷϓϩع࢜ΛഁΔ
ϓϩͷعේͱڧԽֶशΛͱʹ "MQIB(P;FSP ϧʔϧ͚͔ͩΒֶशͨ͠"*͕"MQIB(Pʹউར ਓؒͷखΛआΓͣʹ ਓ͕"*Λ ݡ͘͢Δ "*͕"*Λ ݡ͘͢Δ ࣍ͲΜͳ͜ͱ͕ى͖Δʁ
ਓೳWTਓؒ %FFQ#MVF νΣε"*͕ਓؒͷϓϩΛഁΔ ਓ͕ؒڭ͑ͨϚχϡΞϧΛͱʹઓ͏ "MQIB(P ғޟ"*͕ਓؒͷϓϩع࢜ΛഁΔ
ϓϩͷعේͱڧԽֶशΛͱʹ "MQIB(P;FSP ϧʔϧ͚͔ͩΒֶशͨ͠"*͕"MQIB(Pʹউར ਓؒͷखΛआΓͣʹ ਓ͕"*Λ ݡ͘͢Δ "*͕"*Λ ݡ͘͢Δ "*͕ਓΛ ݡ͘͢Δͱ໘നͦ͏ ࣍ͲΜͳ͜ͱ͕ى͖Δʁ
ݱࡏ ະདྷ "* ਓ ݡ͞
ݱࡏ ະདྷ "* ਓ ਓ "* ݡ͞
ͭͷϦϏϯάϥϘ "EWBODFE%SJWFS"TTJTUBODF 4ZTUFNT-JWJOH-BC 3PCPUJD&YQMPSBUJPO-BC #SFNFO"NCJFOU "TTJTUFE-JWJOH-BC *OOPWBUJWF3FUBJM-BC 4NBSU'BDUPSZ 4NBSU0GpDF4QBDF *NNFSTJWF2VBOUJpFE-FBSOJOH-BC
ਓؒͷֶशΛࢧԉ͢Δݚڀ
*NNFSTJWF2VBOUJpFE-FBSOJOH-BC J2--BC
*NNFSTJWF2VBOUJpFE-FBSOJOH-BC J2--BC
ֶशํ๏Λ࠷దԽͯ͠ਓΛݡ͘͢Δ
ηϯαͰڵຯɾཧղɾෛՙͷ߹͍Λਪఆ ڵຯ ओ؍٬؍తཧղ ೝෛՙ ΞΠτϥοΧ αʔϞΧϝϥ ಡΈฦ͠ إԹ ࢹ࣌ؒ
None
ࢹઢ͔Βճʹର͢Δ֬৴Λਪఆ ֬৴Λͨͣʹ͑ͯؒҧ͑ͨͷྫ ֬৴Λͬͯ͑ͯؒҧ͑ͨͷྫ
श׳͔ΒਓΛݡ͘͢Δ
ྫ͑ಡॻྔͱֶྗͷؔ ϕωοηڭҭ૯߹ݚڀॴ͕݄ʹൃදͨ͠ௐࠪ݁ՌʹΑΔͱ ͨ͘͞ΜಡॻΛ͍ͯ͠ΔࢠͲ΄Ͳֶྗ্͕͢Δ͜ͱ͕໌Β͔ʹͳͬͨ ಡॻྔಛʹʮࢉʯͰภࠩͷมԽͷ͕ࠩେ͖͍ͱ͍͏ খֶੜ ϲ݄ͷௐࠪ ಡॻগͳ͍ʙ ଟ͍Ҏ্ IUUQTCFSECFOFTTFKQTQFDJBMCJHEBUBFCPPLBOBMZTJTQIQ
ମͷ݈߁ɺ಄ͷ݈߁ ສาܭ
ମͷ݈߁ɺ಄ͷ݈߁ ສาܭ ສޠܭ
+*/4.&.&
# 3 - ిۃ ؟ిҐܭଌ ɾਨ# - 3 <N7> ɾਫฏ-3<N7>
None
None
ମͷ݈߁ɺ಄ͷ݈߁ɺ৺ͷ݈߁ ສาܭ ສޠܭ
ମͷ݈߁ɺ಄ͷ݈߁ɺ৺ͷ݈߁ ສาܭ ສޠܭ ৺Թܭ
*1"ະ౿ࣄۀʮ৺Թܭʯ ηϯαͰهͨ͠ʑͷߦಈϩά͔Β ৺ͷঢ়ଶΛఆྔԽͯ͠දࣔ͢ΔΞϓϦ
ະ౿Ͱͷ׆ಈʹ͍ͭͯʮ*1"/&847PMʯͰݕࡧ IUUQTXXXJQBHPKQpMFTQEG
·ͱΊ
·ͱΊ • υΠπਓೳݚڀηϯλʔ %',* ͭͷڌͱ ͭͷϦϏϯάϥϘͰߏ͞ΕΔυΠπͷݚڀػؔ
·ͱΊ • υΠπਓೳݚڀηϯλʔ %',* ͭͷڌͱ ͭͷϦϏϯάϥϘͰߏ͞ΕΔυΠπͷݚڀػؔ • ͋ͳͨ"*Λ׆༻ͯ͠ͲΜͳ͜ͱ͕͍ͨ͠Ͱ͔͢ʁ
·ͱΊ • υΠπਓೳݚڀηϯλʔ %',* ͭͷڌͱ ͭͷϦϏϯάϥϘͰߏ͞ΕΔυΠπͷݚڀػؔ • ͋ͳͨ"*Λ׆༻ͯ͠ͲΜͳ͜ͱ͕͍ͨ͠Ͱ͔͢ʁ • ੴؙ"*ͰਓΛͬͱݡ͍ͨ͘͠
·ͱΊ • υΠπਓೳݚڀηϯλʔ %',* ͭͷڌͱ ͭͷϦϏϯάϥϘͰߏ͞ΕΔυΠπͷݚڀػؔ • ͋ͳͨ"*Λ׆༻ͯ͠ͲΜͳ͜ͱ͕͍ͨ͠Ͱ͔͢ʁ • ੴؙ"*ͰਓΛͬͱݡ͍ͨ͘͠
• ݡ͞ͱʁ
·ͱΊ • υΠπਓೳݚڀηϯλʔ %',* ͭͷڌͱ ͭͷϦϏϯάϥϘͰߏ͞ΕΔυΠπͷݚڀػؔ • ͋ͳͨ"*Λ׆༻ͯ͠ͲΜͳ͜ͱ͕͍ͨ͠Ͱ͔͢ʁ • ੴؙ"*ͰਓΛͬͱݡ͍ͨ͘͠
• ݡ͞ͱʁ • ֶࣝशաఔΛܭଌͯ͠ڭࡐֶͼํΛ࠷దԽ
·ͱΊ • υΠπਓೳݚڀηϯλʔ %',* ͭͷڌͱ ͭͷϦϏϯάϥϘͰߏ͞ΕΔυΠπͷݚڀػؔ • ͋ͳͨ"*Λ׆༻ͯ͠ͲΜͳ͜ͱ͕͍ͨ͠Ͱ͔͢ʁ • ੴؙ"*ͰਓΛͬͱݡ͍ͨ͘͠
• ݡ͞ͱʁ • ֶࣝशաఔΛܭଌͯ͠ڭࡐֶͼํΛ࠷దԽ • श׳ৗੜ׆Λܭଌͯ͠߹ཧతͳҙࢥܾఆΛࢧԉ
·ͱΊ • υΠπਓೳݚڀηϯλʔ %',* ͭͷڌͱ ͭͷϦϏϯάϥϘͰߏ͞ΕΔυΠπͷݚڀػؔ • ͋ͳͨ"*Λ׆༻ͯ͠ͲΜͳ͜ͱ͕͍ͨ͠Ͱ͔͢ʁ • ੴؙ"*ͰਓΛͬͱݡ͍ͨ͘͠
• ݡ͞ͱʁ • ֶࣝशաఔΛܭଌͯ͠ڭࡐֶͼํΛ࠷దԽ • श׳ৗੜ׆Λܭଌͯ͠߹ཧతͳҙࢥܾఆΛࢧԉ • ଞʹੑͳͲ
ࣾձʹΠϯύΫτΛ༩͑ΔΞϓϦαʔϏεΛ࡞Δൿ݃ ಠࣗͷࢹ͔ΒϓϩδΣΫτΛੜΈग़͢ • ࣗۙͷ୭͔͕͍͍ͨͱࢥ͏ͷ ͕ͳ͚ΕϦϦʔε·ͰϞνϕʔγϣϯΛҡ࣋͢Δͷ͍͠ɻ • ࣗͷझຯɾಛٕɾܦݧΛ׆༻ͨ͠ͷ ٕज़͚ͩͰউͯͳͯ͘"/%ͷ࠽ೳͰҰ൪ʹͳΕΔՄೳੑ͕͋Δɻ • ੈͷதͷৗࣝͷͷݟํΛม͑Δͷ
୭͕ϚΠφεͩͱࢥ͍ͬͯΔͷΛϓϥεʹͰ͖ͳ͍͔ߟ͑Δɻ ύωϧσΟεΧογϣϯͰ͍࣭ͨͷճ