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人工知能は人間を超えるか 読書会

SHIBATA Hiroshi
October 26, 2017
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人工知能は人間を超えるか 読書会

SHIBATA Hiroshi

October 26, 2017
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  1. "*͕Ͱ͖Δ͜ͱͱͰ͖ͳ͍͜ͱ
    ࣲాതࢤ(.01FQBCP *OD
    όοΫΦϑΟεϚωδϝϯτษڧձ݄
    ਓ޻஌ೳ͸ਓؒΛ௒͑Δ͔ಡॻձ

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  2. ஶऀʹ͍ͭͯ
    wদඌ๛౦ژେֶಛ೚।ڭत IUUQZNBUTVPDPNKBQBOFTF

    wࠓճͷ͓୊ͱͳΔॻ੶ͷࣥච
    wݚڀࣨϝϯόʔʹΑΔIUUQXXXEFFQMFBSOJOHCPPLNFͷ຋༁
    w/),&ςϨਓؒͬͯφϯͩʁʙ௒"*ೖ໳ʙग़ԋத
    wIUUQXXXUWVDPKQQSPHSBN@BJ
    IUUQTUXJUUFSDPNZNBUTVPTUBUVT

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  3. ͜ͷຊΛબΜͩཧ༝
    wਓ޻஌ೳ "SUJpDJBM*OUFMMJHFODF "*
    ͱݺ͹Ε͍ͯΔ΋ͷͷݚڀͷྺ࢙
    ͱ࣮ࡍΛֶͿ
    w"*͸ʮԿ͕ग़དྷͯԿ͕ग़དྷͳ͍ͷ͔ʯΛֶͿ
    wຊॻ͕ࣥච͞Εͨ೥ͷ࣌఺ͷઐ໳ՈͷݟղΛֶΜ্ͩͰɺ
    ೥ͷࠓͲ͏ͳ͍ͬͯΔ͔Λ၆ᛌ͢Δ
    w"*ΛϖύϘͷϏδωεʹ׆͔ͤΔ͔Ͳ͏͔Λݕ౼͢Δ

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  4. ໨࣍ΛಡΉ
    w޿͕Δਓ޻஌ೳ
    wਓ޻஌ೳͱ͸Կ͔
    wʮਪ࿦ʯͱʮ୳ࡧʯͷ
    ࣌୅
    wʮ஌ࣝʯΛೖΕΔͱݡ
    ͘ͳΔ

    wʮػցֶशʯͷ੩͔ͳ
    ޿͕Γ

    w੩ऐΛഁΔʮσΟʔϓ
    ϥʔχϯάʯ

    wਓ޻஌ೳ͸ਓؒΛ௒͑
    Δ͔

    wมΘΓΏ͘ੈք

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  5. ਓ޻஌ೳͱ͸Կ͔
    wݱࡏ೔ৗతʹ࢖ΘΕ͍ͯΔ΋ͷʮԻ੠ೝࣝʯʮจࣈೝࣝʯʮࣗવݴ
    ޠॲཧʯʮήʔϜʯʮݕࡧΤϯδϯʯʜ
    wਓ޻஌ೳͷϨϕϧ
    wϨϕϧ୯७ͳ੍ޚϓϩάϥϜ
    wϨϕϧݹయతͳਓ޻஌ೳ
    wϨϕϧػցֶशΛऔΓೖΕͨਓ޻஌ೳ
    wϨϕϧσΟʔϓϥʔχϯά ਂ૚ֶशಛ௃දݱֶश
    ΛऔΓೖΕͨਓ޻஌ೳ

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  6. ڧ͍"*ͱऑ͍"*
    wڧ͍"*ʮਖ਼͍͠ೖྗͱग़ྗΛඋ͑ɺద੾ʹϓϩάϥϜ͞Εͨίϯ
    ϐϡʔλ͸ɺਓ͕ؒ৺Λ࣋ͭͷͱ·ͬͨ͘ಉ͡ҙຯͰɺ৺Λ࣋ͭʯ
    wऑ͍"*ʮ৺Λ࣋ͭඞཁ͸ͳ͘ɺݶఆ͞Εͨ஌ೳʹΑͬͯҰݟ஌తͳ
    ໰୊ղܾ͕ߦ͑Ε͹Α͍ʯ

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  7. ୈҰ࣍"*ϒʔϜ
    wʮਪ࿦ɾ୳ࡧͷ࣌୅ʯ
    w໰୊Λ୳ࡧ໦ʹ෼ղ͠ɺ୳ࡧํ๏Λܾఆ͢Δ
    w୳ࡧ໦ͷߟ͑ํΛར༻ͯ͠ɺϩϘοτͷߦಈܭը΋࡞ΕΔʮલఏ৚݅ʯ
    ʮߦಈʯʮ݁Ռʯͷ૊Έ߹Θͤ
    w୳ࡧ໦͸૬ख͕͍Δ৔߹΋ద༻Մೳ

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  8. ήʔϜͰਓؒʹউར
    wΦηϩɾνΣεɾকعɾғޟʜ
    wνΣεͰɺ೥ɺ*#.ͷσΟʔϓϒϧʔ͕νΣεͷԦऀΧεύϩ
    ϑʹউར
    wকعͰɺ೥ɺQPOBO[B͕ࠤ౻ஈʹউར ϓϩকعع࢜ʹউ


    wʮ৽͍͠ಛ௃ྔͷൃݟʯʮϞϯςΧϧϩ๏ʹΑΔධՁͷ࢓૊Έʯ

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  9. ୈೋ࣍"*ϒʔϜ
    w୳ࡧͱਪ࿦Ͱ͸ɺݱ࣮ͷ໰୊͸ղ͚ͳ͍
    wୈҰ࣍"*ϒʔϜʹʮ஌ࣝʯΛՃ͑ͨΤΩεύʔτγεςϜͷ஀ੜ
    w2ʮौ୩Ͱ෼ޙʹਓ͕ೖΔ͜ͱ͕Ͱ͖ΔҿΈ԰Λڭ͑ͯʯ
    w"ʮঙ԰ʯ

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  10. ΤΩεύʔτγεςϜͷ՝୊
    wݱ࣮ͷ໰୊Λղܾ͢ΔͨΊͷʮৗࣝతͳϨϕϧͷ஌ࣝʯ
    wʮ஌ࣝʯͷܗࣜతͳදݱΦϯτϩδʔ
    w*#.ϫτιϯͷ஀ੜɺΫΠζ൪૊ͰਓؒͷνϟϯϐΦϯʹউར
    w࢒Δ՝୊ࣗવݴޠॲཧɺϑϨʔϜॲཧɺγϯϘϧάϥ΢ϯσΟϯά
    ॲཧ

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  11. ϫʔΫγϣοϓͦͷ
    wϋϊΠͷౝΛϓϨΠͯ͠ΫϦΞ͠·͠ΐ͏ ෼

    ҎԼͷϧʔϧʹैͬͯ͢΂ͯͷԁ൫Λӈ୺ͷߌʹҠಈͤ͞ΒΕΕ͹׬੒ɻ
    • 3ຊͷߌͱɺதԝʹ݀ͷ։͍ͨେ͖͞ͷҟͳΔෳ਺ͷԁ൫͔Βߏ੒͞ΕΔɻ
    • ࠷ॳ͸͢΂ͯͷԁ൫͕ࠨ୺ͷߌʹখ͍͞΋ͷ্͕ʹͳΔΑ͏ʹॱʹੵΈॏͶΒΕ͍ͯΔɻ
    • ԁ൫ΛҰճʹҰຕͣͭͲΕ͔ͷߌʹҠಈͤ͞Δ͜ͱ͕Ͱ͖Δ͕ɺখ͞ͳԁ൫ͷ্ʹେ͖ͳԁ
    ൫Λ৐ͤΔ͜ͱ͸Ͱ͖ͳ͍ɻ(Wikipedia: ϋϊΠͷౝΑΓҾ༻)
    wIUUQXXXBGTHBNFTDPNIBOPJIUN -&7&-

    wશһͰॱ൪ʹಈ͔͠ͳ͕Βɺͳͥͦͷԁ൫Λಈ͔ͨ͠ͷ͔Λൃද͠·
    ͠ΐ͏

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  12. ୈࡾ࣍"*ϒʔϜ
    wػցֶश .BDIJOF-FBSOJOH
    ਓ޻஌ೳͷϓϩάϥϜࣗ਎ֶ͕श͢Δ
    ࢓૊Έ
    wೖྗͱग़ྗ͕༩͑ΒΕΔʮڭࢣ͋ΓֶशʯͱೖྗͷΈ͕༩͑ΒΕΔʮڭ
    ࢣͳֶ͠शʯ
    wڭࢣͳֶ͠श͸શମͷ܏޲ͳͲΛ͔ͭΉ͜ͱΛ໨తͱ͢ΔͨΊೖྗͷ
    ෼ྨํ๏͕ॏཁͱͳΔ࠷ۙ๣๏ɺʜɺαϙʔτϕΫλʔϚγϯ
    47.
    ɺχϡʔϥϧωοτϫʔΫ

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  13. ը૾ೝࣝͷൃୡ
    wχϡʔϥϧωοτϫʔΫʹΑΔจࣈը૾ೝࣝ
    wχϡʔϥϧωοτϫʔΫࣗମΛ࡞ΔʮֶशϑΣʔζʯͱ࡞ͬͨωοτ
    ϫʔΫΛ࢖͏ʮ༧ଌϑΣʔζʯͷ޻ఔͰ࣮ߦ͢Δ
    wʮֶशʯʹ͸͕͔͔࣌ؒΔ͕ʮ༧ଌʯ͸Ұॠ

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  14. ਓ޻஌ೳ͕࣮ݱ͠ͳ͔ͬͨΘ͚
    wʮ஌ࣝྔʯͷෆ଍ɺλεΫʹΑͬͯѻ͏΂͖஌ࣝͷܾΊํ͕ఆ·Βͳ
    ͍ʮϑϨʔϜ໰୊ʯɺγϚͷ͋ΔഅͱγϚ΢Ϛͷҧ͍ΛཧղͰ͖ͳ͍
    ʮγϯϘϧάϥ΢ϯσΟϯά໰୊ʯɺԿΛʮಛ௃ྔʯͱ͢Δ͔ͷઃܭ
    wʮ͍··Ͱਓ޻஌ೳ͕࣮ݱ͠ͳ͔ͬͨͷ͸ɺʮੈք͔ΒͲͷಛ௃ʹ
    ஫໨ͯ͠৘ใΛऔΓग़͢΂͖͔ʯʹؔͯ͠ɺਓؒͷखΛआΓͳ͚Ε͹
    ͳΒͳ͔͔ͬͨΒ

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  15. ୈࡾ࣍"*ϒʔϜ
    ࠓ͜͜
    wσΟʔϓϥʔχϯά ਂ૚ֶशಛ௃දݱֶश%FFQ-FBSOJOH
    ͷొ৔
    w೥ɺը૾ೝࣝίϯςετͰɺσΟʔϓϥʔχϯάΛ༻͍ͨϓϩ
    άϥϜ͕ѹ౗తͳڧ͞Ͱ༏উ
    wೖྗͱग़ྗΛಉ͡σʔλͱͨ͠χϡʔϥϧωοτϫʔΫΛࣗݾූ߸Խ
    ثͱͯ͠O૚Ͱߏங͢Δ

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  16. ଟஈͷχϡʔϥϧωοτϫʔΫͷߏங
    wࣗݾූ߸ԽثΛଟஈͰߏங͢Δ
    wࣗݾූ߸ԽثͷӅΕ૚Λ࣍ͷஈͷೖྗͱ͢ΔΑ͏ʹଟஈʹ͢Δ

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  17. "MQIB(P
    wϙϦγʔωοτϫʔΫͲΜͳखΛଧ͔ͭɺ ӅΕ૚


    wόϦϡʔωοτϫʔΫͲͪΒ͕উ͔ͭɺ ӅΕ૚ ✕✕

    ૚ʴ ✕
    ✕૚ʴ✕૚

    wωοτϫʔΫΛڧԽֶश (16Ͱिؒ
    ɺ($1ͷ$16αʔόʔ
    ୆ɺ(16αʔόʔ୆Λ࢖ֶͬͯश
    wωοτϫʔΫΛϞϯςΧϧϩ໦୳ࡧͰ࣮ߦ
    IUUQTXXXTMJEFTIBSFOFUZVLZPTIJEBBMQIBHP

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  18. "MQIB(P;FSP
    w"MQIB(P͸ਓؒͷखΛֶशͯ͠ڧ͘ͳΔͷʹର͠ɺ;FSP͸ࣗݾֶ
    शͷΈͰڧ͘ͳΔɻ
    wϙϦγʔωοτϫʔΫͱόϦϡʔωοτϫʔΫΛͭͷωοτϫʔΫ
    Ͱߏ੒ɺϞϯςΧϧϩ໦୳ࡧͰ͸ͳ͘ɺ୯७ͳ໦୳ࡧ
    w"MQIB(Pʹઓউʮ׬શ৘ใήʔϜʯͰ͸ਓ͕ؒਓ޻஌ೳ
    ʹউͯΔݟࠐΈ͸΄΅ͳ͘ͳͬͨ

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  19. "MQIB(P;FSPͷ΍͹͞
    w516 5FOTPS'MPX1SPDFTTJOH6OJU
    ͸
    ୆ɺ"MQIB(P͸୆ ੑೳ͸ҟͳΔ

    w೔࣌ؒͰສہɺඵͰہɺғޟ
    ͸ฏۉखہͳͷͰɺඵͰख͏ͭ
    wσΟʔϓϥʔχϯά͸ཧ࿦ͷߏஙͱͱ΋ʹɺ
    ཧ࿦Λ࣮ߦͰ͖ΔίϯϐϡʔλࢿݯΛ࣋ͬͯ
    ͍Δ͔Ͳ͏͔͕伴
    IUUQTUXJUUFSDPNZNH@BRTUBUVT

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  20. σΟʔϓϥʔχϯάͷͦͷઌ΁
    wը૾ಛ௃ͷந৅Խ͕Ͱ͖Δ"*
    wϚϧνϞʔμϧͳந৅Խ͕Ͱ͖Δ"*
    wߦಈͱ݁Ռͷந৅Խ͕Ͱ͖Δ"*
    wߦಈΛ௨ͨ͡ಛ௃ྔΛ֫ಘͰ͖Δ"*
    wݴޠཧղɾࣗಈ຋༁͕Ͱ͖Δ"*
    w஌ࣝ֫ಘ͕Ͱ͖Δ"*

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  21. γϯΪϡϥϦςΟ
    wਓ޻஌ೳ͸ຊೳΛ࣋ͨͳ͍ɺͰ͸૑଄ੑΛ࣋ͯΔ͔Ͳ͏͔
    wʮਓ޻஌ೳ͕ࣗ෼ͷೳྗΛ௒͑Δਓ޻஌ೳΛࣗΒੜΈग़ͤΔΑ͏ʹͳ
    Δ࣌఺ʯγϯΪϡϥϦςΟ

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  22. ϫʔΫγϣοϓͦͷ
    wࠓޙ೥Ͱ"*͕ਐԽͯ͠΋࢒Δͱࢥ͏৬ۀΛͭॻ͍͍ͯͩ͘͞


    wࠓޙ೥Ͱ"*ʹஔ͖׵͑ΒΕͯফ͑Δͱࢥ͏৬ۀΛͭॻ͍ͯ͘
    ͍ͩ͞ ෼

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  23. ࣾձɾ࢈ۀ΁ͷ"*ͷӨڹ
    w࢒Δ৬ۀ
    wϨΫϦΤʔγϣϯྍ๏࢜
    wௌ֮܇࿅࢜
    wӫཆ࢜
    wηʔϧεΤϯδχΞ
    wࣃՊҩ
    wྟচ৺ཧ࢜
    wͳ͘ͳΔ࢓ࣄ
    wి࿩ൢചһ
    wอݥۀऀ
    wσʔλೖྗ࡞ۀһ
    wূ݊ձࣾͷҰൠࣄ຿һ
    wड஫܎
    wۜߦͷ૭ޱ܎

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