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最弱オセロ
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Ship Features Fearlessly
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Taku0728
August 31, 2019
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最弱オセロ
深層強化学習を使った最弱オセロAIの話
前半は会社紹介など
(2019/8/31 chainer meet up)
Taku0728
August 31, 2019
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Transcript
גࣜձࣾ"7*-&/ ٢ాɹਅ ࠷ऑΦηϩ
!2 © גࣜձࣾAVILEN ࣗݾհ ձࣾใ גࣜձࣾ"7*-&/ɹ$50 ٢ాɹਅ ੜ ౦ژେֶֶ෦ԽֶγεςϜֶՊଔۀ
౦ژେֶେֶӃೖֶ גࣜձࣾ"7*-&/ۀ ቐɾେɾ٢ా $ ਂڧԽֶशϥΠϒϥϦ։ൃ ΦηϩڧԽֶश"*։ൃ '9גՁ༧ଌϞσϧ։ൃ ࡉ๔%γϛϡϨʔγϣϯݚڀɾֶձൃද σΟʔϓϥʔχϯάߨࢣɾڭࡐ੍࡞ %-Λ༻͍ͨνϟοτϘοτ։ൃ ϦΫϧʔτςΫϊϩδʔζσʔλαΠΤϯε మՃਤ໘ೝࣝ"*։ൃϓϩδΣΫτϦʔυ ຊσΟʔϓϥʔχϯάڠձެࣜ &ࢿ֨ೝఆϓϩάϥϜදߨࢣ ը૾ࣗಈॲཧ"*։ൃϓϩδΣΫτϦʔυ ࠷ऑΦηϩϦϦʔε
!3 © גࣜձࣾAVILEN ٢ాਅͷϫʔυΫϥυ ձࣾใ
!4 © גࣜձࣾAVILEN ࠷ऑΦηϩ ձࣾใ IUUQTPUIFMMPUPLFJOFUXFBL
!5 © גࣜձࣾAVILEN ࠷ऑΦηϩ ձࣾใ Game*Sparkهࣄ 7/26 16:00 πΠʔτ
7/25 22:52
!6 © גࣜձࣾAVILEN ࠷ऑΦηϩ ձࣾใ
גࣜձࣾ"7*-&/ࣄۀհࢿྉ IUUQTBWJMFODPKQ AVILEN.inc
!8 © גࣜձࣾAVILEN ձ໊ࣾɹגࣜձࣾ"7*-&/ ΞϰΟϨϯ දऔకɹቐҰ໐ ελοϑɹ໊ ॴࡏɹຊࣾɹ˟ ɹɹɹɹ౦ژઍా۠ؠຊொϦϕϥؠຊொ֊
ɹɹɹɹηϛφʔϧʔϜɹ˟ ɹɹɹɹ౦ژ౦۠౦৺0Ϗϧ֊ ࿈བྷઌɹJOGP!BWJMFODPKQ ࣄۀ༰ɹ"*ɾػցֶशʹؔ͢Δηϛφʔࣄۀ ɹɹɹɹɹ"*ɾػցֶशʹؔ͢ΔίϯαϧςΟϯάࣄۀ ɹɹɹɹɹ"*ɾػցֶशʹؔ͢ΔγεςϜ։ൃࣄۀ ձࣾใ ձࣾใ ձࣾϩΰ ਓྨͷਐԽͷաఔΛදݱͨ͠ϒϥϯυ ϩΰɻʮશਓྨ͕Θ͔Δʯͱ͍͏Ωʔ ϫʔυΛج࣠ʹΘ͔Γ͍͢ߨ࠲"* αʔϏεͷσβΠϯΛߦ͏ɻ
ڭҭͱٕज़ͰAIࣄۀΛ૯߹ࢧԉ ձࣾࣄۀʹ͍ͭͯ
!10 © גࣜձࣾAVILEN AIࣄۀΛ૯߹ࢧԉ͢Δ ձࣾϛογϣϯ ٕज़։ൃ ଟ͘ͷاۀ͕ਓࡐҭΛޙճ͠Ͱɺٕज़։ൃΛ֎෦ҕୗ͞ΕΔέʔε͕ଟ͘ݟड͚Β Ε·͢ɻ"7*-&/Ͱɺٕज़։ൃࢧԉͷҰͱͯ͠ɺӡ༻Λݟਾ͑ͨݚमΛఏڙ͍ͯ͠ ·͢ɻ։ൃݱͷݟΛΓࠐΜ࣮ͩಛԽͷߨ͕ٛಛͰ͢ɻ શਓྨ͕Θ͔Δ౷ܭֶͱ͍͏ֶशϝσΟΞΛӡӦ͓ͯ͠Γɺݸਓ͚ͷ"*ɾػցֶश
ʹؔ࿈͢Δڭҭߨ࠲։࠵͍ͯ͠·͢ɻ ϝσΟΞ ਓࡐڭҭ
!11 AIٕज़։ൃࣄۀͷڧΈ ձࣾࣄۀʹ͍ͭͯ © גࣜձࣾAVILEN Ϗδωεͷ"*ಋೖΛಘҙͱ͢Δࣾ৫͕ڧΈ ઐʹಛԽͨ͠ਓࡐ ༷ʑͳࣾձ࣮Մೳ ݱఔʹಛԽͨ͠ ߴਫ਼ͷϞσϧ։ൃ
ӡ༻Խʹ͚ ਓࡐҭΛࢧԉ
!12 ࣾͷ৫ฤ ձࣾࣄۀʹ͍ͭͯ © גࣜձࣾAVILEN ϏδωεਪਐνʔϜ ਂֶशͷ༷ʑͳϞσϧΛཧղ ͠ɺਖ਼͘͠ϓϩδΣΫτͷਐߦ Λಋ͘ίϯαϧλϯτνʔϜ &OHJOFFS
&EVDBUJPO #VTJOFTT Ϟσϧ։ൃνʔϜ ਂֶशΛཧ͔Βཧղ͠ɺΛ ࢪͨ͠ෳࡶͳϞσϧ࣮Λߦ͏Τϯ δχΞνʔϜ *5εϖγϟϦετΛؚ Ή ڭҭݚमνʔϜ ։ൃͱϏδωεͷݟΛ࣋ͪͭ ͭɺίϛϡχέʔγϣϯྗΛ࣋ ͪ߹ΘͤͨڭҭνʔϜ
!13 © גࣜձࣾAVILEN ༷ʑͳۀޮԽʹରԠՄೳ ձࣾࣄۀʹ͍ͭͯ σʔλੳ ɾߪങߦಈ༧ଌ ɾϨίϝϯσʔγϣϯ ɾधཁച্༧ଌ ࣗવݴޠॲཧ
ɾจॻͷࣗಈλά͚ྨ ɾจॻͷҙຯѲ ɾݻ༗දݱͷநग़ ɾνϟοτϘοτ ը૾ॲཧ ɾը૾σʔλ͔Βମݕग़ ɾॻྨͷࢹνΣοΫͷࣗಈԽ ɾෆྑͷ֎؍ݕࠪࣗಈԽ ɾը૾ੜ Ҋ݅ఆٛ Ϟσϧ։ൃ γεςϜಋೖ ӡ༻ݚम ɾώΞϦϯά ɾσʔλલॲཧࢧԉ ɾݟੵΓઓུࡦఆ ɾӡ༻αϙʔτ ɾఆظϝϯςφϯε ɾٕज़ڭҭݚम ɾ8FCΞϓϦ։ൃ ɾΠϯϑϥඋ ɾηΩϡϦςΟอक ɾධՁࢦඪͷࡦఆ ɾ1P$ςετ ɾ։ൃϨϙʔτఏग़
!14 © גࣜձࣾAVILEN AI։ൃ࣮ᶃ ձࣾࣄۀʹ͍ͭͯ ՃॻࣗಈಡΈऔΓ"* మૉࡐͷՃͷγεςϜಋೖϓϩ δΣΫτɻ༷ʑͳاۀ͔ΒૹΒΕͯ͘Δ ઃܭਤ͔Βඞཁͳใ ֤ύʔπͷܗঢ়
͞ɺՃຊͳͲ Λநग़͠ɺγεςϜ ʹࣗಈೖྗ͢ΔγεςϜΛ։ൃɻը૾ σʔλ͔Βͷใநग़͓Αͼຊͷ ࠷దԽΛߦ͍ɺͷൈຊతͳࣗಈԽΛ ߦͬͨɻ֤ࣈͷೝࣝਫ਼ɻ 7((6/FU ࠃձͷެࣜจॻͷࣗಈྨ ࠃձͷެࣜจॻΛΧςΰϦྨ͠ɺޙչ ͢Δ8FCαʔϏεͷγεςϜಋೖɻΧ ςΰϦྨ͢Δʹઐࣝ࡞ۀ࣌ؒ ͕ඞཁͰ͋Γɺख͕ճ͍ͬͯͳ͍ͱ͍͏ ՝͕͋ͬͨɻͦ͜ͰɺաڈσʔλΛ༻ ͍ͯࣗಈྨ͢Δ"*γεςϜΛ։ൃ͠ɺ ਓखͱಉ͡ΫΦϦςΟͰಉ࣌ؒͰഒҎ ্ͷจॻͷྨΛ࣮ݱͨ͠ɻ-%" ಈըσʔλࣗಈλά͚ େྔͷಈըσʔλΛֶश͠ɺݸఔ ͷδϟϯϧʹྨ͢ΔλεΫɻϏσΦཧ ղݚڀͷ࠷େͷোɺҰൠʹެ։͞Ε ͍ͯΔେنͳϥϕϧ͖σʔληοτ ͷܽͰ͋Δɻฐࣾϝϯόʔ͕ੈքதͷ σʔλαΠΤϯςΟετݚڀνʔϜ͕ ࢀՃ͢ΔLBHHMFͷίϯϖʹͯ501ͷ Λͨ͠ɻ/FU-"%/FU'7(36 ࣏ ܦࡁ 501
!15 © גࣜձࣾAVILEN AI։ൃ࣮ᶄ ձࣾࣄۀʹ͍ͭͯ ೖӃױऀߦಈσʔλͷੜ ਓϗʔϜපӃʹͯɺࣨͰױऀʹى ͜ΔΞΫγσϯτΛࣄલʹ༧ଌ͢Δϓϩ δΣΫτɻ՝ֶशʹඞཁͳױऀͷߦ ಈʹؔ͢Δө૾σʔλ͕ෆ͍ͯ͠Δ͜
ͱͰ͋ͬͨɻ༩͑ΒΕͨ୯ޠจ͔Βಈ ըΛੜ͢ΔϞσϧΛߏங͠ɺֶश༻ σʔλΛఏڙͨ͠ɻࣗવݴޠॲཧը૾ॲ ཧੜϞσϧ ("/ ৯ࣄʹରͯ͠ϑΟʔυόοΫ͢Δ"* Ϣʔβʔ͕ߘͨ͠৯ࣄͷࣸਅʹର͠ ͯɺӫཆ͕࢜ධՁɾίϝϯτ ֆจࣈελ ϯϓ Λߦ͏݈߁ཧΞϓϦͷ"*ಋೖϓ ϩδΣΫτɻ՝ɺӫཆ࢜Λ֎෦ҕୗ ͢ΔͨΊཧ͕ࠔɺͦͯ͠ਓʹΑͬͯ ධՁʹόϥπΩ͕͋Δ͜ͱͰ͋ΔɻϢʔ βʔσʔλͱ৯ࣄ༰Λֶश͠ɺӫཆ࢜ ͳ͠ͰϑΟʔυόοΫΛՄೳʹͨ͠ɻ ߪങߦಈʹରԠͨ͠৴པ༧ଌ ΫϨδοτΧʔυใ͔Βɺݸਓʹ࠷ద Խ͞Εͨ13αʔϏεͷҊΛૹΔͨΊͷ ϓϩδΣΫτɻސ٬ϩΠϠϦςΟείΞ Λղ໌͠ɺݸਓʹ࠷దԽͨ͠αʔϏεఏ ڙΞϧΰϦζϜͷ୳ٻʹऔΓΜͩɻฐ ࣾϝϯόʔ͕ੈքதͷσʔλαΠΤϯ ςΟετݚڀνʔϜ͕ࢀՃ͢ΔLBHHMF ͷίϯϖʹͯ501ͷΛͨ͠ɻ 501
!16 AIਓࡐҭࣄۀͷڧΈ ձࣾࣄۀʹ͍ͭͯ © גࣜձࣾAVILEN جૅ͔ΒԠ༻·Ͱཏͨ͠ຊ࠷େڃͷߨ࠲͕ڧΈ ߨ࠲डߨऀͷཧΛ ࠷దԽ͢ΔγεςϜ ։ൃऀͷݟ͕๛ͳ ࣮ಛԽܕͷݚम
ڠձ͔Βਖ਼ࣜʹೝఆΛ ड͚ͨߨ࠲Λ։ߨ
!17 © גࣜձࣾAVILEN JDLAͰͷ׆ಈʹ͍ͭͯ ձࣾࣄۀʹ͍ͭͯ ຊσΟʔϓϥʔχϯάڠձ +%-" גࣜձࣾ"7*-&/ຊσΟʔϓϥʔχϯάڠձͷਖ਼ձһͱͯ͠ɺσΟʔϓϥʔχϯά Λѻ͏"*ΤϯδχΞͷҭʹྗΛೖΕ͍ͯ·͢ɻ
+%-"ΑΓެࣜʹೝఆ͞Εͨ ڭҭࣄۀऀͱͯ͠ߨ࠲Λ։ߨ ೝఆϚʔΫ
!18 © גࣜձࣾAVILEN ߨ࠲Ұཡද(ֶशϑϩʔ) ձࣾࣄۀʹ͍ͭͯ
!19 © גࣜձࣾAVILEN ମܥԽ͞Ε࣮ͨಛԽίʔε ձࣾࣄۀʹ͍ͭͯ ࣮σʔλ0+5ίʔε ࣮σʔλΛͬͨέʔεԋशΛ ࣮ࢪɻͦͷޙɺ"7*-&/ͷΤϯδ χΞ͕وࣾͷνʔϜϦʔμʔͱͳ ΓɺϓϩδΣΫτΛਪਐ͢Δɻ
ਂֶशίʔε ਂֶशΛཧ͔Βཧղ͠ɺ ࠷దͳख๏Λબɾ࣮Ͱ͖Δ ΤϯδχΞΛҭ͢Δɻ &ࢿ֨ରԠ Ϗδωε׆༻ίʔε "*ϏδωεΛਪਐ͢ΔͨΊͷج ૅࣝΛʹ͚ͭɺϓϩδΣΫ τΛਖ਼͘͠ݟੵΓɾཧͰ͖ ΔਓΛҭͯΔɻ(ݕఆରԠ 1ZUIPOίʔε ػցֶशʹඞཁͳεΩϧʹಛԽ ͨ͠ΧϦΩϡϥϜɻϓϩάϥϛ ϯάॳ৺ऀͰظؒͰɺࣗΒے ಓΛཱ࣮ͯͯͰ͖Δɻ ػցֶशίʔε ػցֶशͷجૅ͔ࣝΒɺ࣮ Λݟਾ࣮͑ͨફσʔλੳ·Ͱ ཏֶͯ͠Ϳɻ ࣗવݴޠॲཧίʔε ࣮ͰຊޠͷςΩετσʔλ Λॲཧ͍ͨ͠ਓʹ͚ͨɺجૅ ཧ͔Β࣮·ͰཏతʹֶͿ ߨ࠲ɻ
!20 © גࣜձࣾAVILEN ߨ࠲ཧγεςϜ(ϙʔλϧ) ձࣾࣄۀʹ͍ͭͯ डߨऀͷֶशཧ डߨऀͷֶशཤྺडߨঢ়گΛҰݩཧ ͢Δɻ՝ͷఏग़෮शಈըͷ৴ͳͲ Ոఉֶशαϙʔτ͢ΔγεςϜɻ ߨ࠲ͷ࠷దԽ
डߨޙͷΞϯέʔτͰɺߨ࠲ධՁͷ౷ܭ σʔλΛऩू͠ɺৗʹ࠷దͳߨ࠲ΧϦ ΩϡϥϜΛఏڙ͢Δɻ ϙʔλϧγεςϜ QPSUBMUPLFJOFU
!21 © גࣜձࣾAVILEN ֶशϝσΟΞ(શਓྨ͕Θ͔Δ౷ܭֶ) ձࣾࣄۀʹ͍ͭͯ શਓྨ͕Θ͔Δ౷ܭֶ UPLFJOFU ౷ܭֶ"*Λத৺ͱֶͨ͠शڭࡐΛଟܝࡌ ڭՊॻͷΑ͏ͳϝσΟΞͱͯ͠ɺ࣭ͷߴ͍ڭࡐ هࣄ
Λఆظతʹܝࡌɻ શਓྨ͕Θ͔Δओ࠵ͷݸਓ͚ηϛφʔΛ։࠵͠ɺաڈਓҎ্͕डߨ
ελοϑɿ50໊ දࣾһհ
!23 © גࣜձࣾAVILEN දࣾһհ ओཁϝϯόʔ දऔకቐҰ໐ ֶੜ࣌ʹશਓྨ͕Θ͔Δ౷ܭֶΛཱͪ ্͛ɺגࣜձࣾ"7*-&/Λۀɻਂֶश Λ༻͍ͨࣗવݴޠॲཧΛઐͱ͢Δɻࣗ વݴޠσʔλɺը૾σʔλɺҩༀσʔλ
Λରʹͨ͠σʔλੳɾ"*Ϟσϧͷ࡞ ٴͼίϯαϧςΟϯάҊ݅ͷܦݧ͕๛ ɻݱࡏݱͷσʔλαΠΤϯςΟε τͱͯ͠ɺ࣮ʹऔΓΉͱڞʹձࣾܦ ӦΛߦ͏ɻ औకେངฏ גࣜձࣾ"7*&-/ͷڞಉۀऀɻࣗવݴ ޠॲཧΛઐͱ͢Δɻຊ౷ܭֶձ ε ϙʔπσʔλੳίϯϖςΟγϣϯ༏ल ड /-1एखͷձɺ*&&&CJHEBUBͳ Ͳʹֶ͓͍ͯձൃදੵۃతʹߦ͏ɻࣾ Ͱɺࣗવݴޠॲཧ"84Πϯϑϥߏ ஙόοΫΤϯυϑϩϯτΤϯυͳͲͷ ΤϯδχΞνʔϜΛϦʔυɻΤϯδχΞ ͱͯ͠ͷ׆༂ͷ͍ɻ ࠷ߴٕज़ऀ٢ాਅ גࣜձࣾ"7*&-/ͷڞಉۀऀɻ౦ژେ ֶେֶӃ࣌ʹਂֶशΛ׆༻ɻ$50ͱ ͯ͠"*Λ༻͍ͨਤ໘ಡΈऔΓɾҟৗݕ ɾ8FCΞϓϦͳͲʑͷ։ൃϓϩδΣ ΫτΛϦʔυ͖ͯͨ͠ɻಉ࣌ʹຊ σΟʔϓϥʔχϯάڠձೝఆ&ࢿ֨ରԠ ߨ࠲දߨࢣΛΊɺ։ൃɾڭҭɾاը ʹٴͿશࣄۀͷٕज़తࢧபΛ͢ɻ
!24 © גࣜձࣾAVILEN දࣾһհ ओཁϝϯόʔ औక"*ίϯαϧλϯτߴڮޫଠ "*ಋೖͰͷ՝ղܾΛத৺ʹɼ༷ʑͳ ʹίϯαϧςΟϯάΛߦ͏ɻ·ͨɺϓ ϩδΣΫτϚωδϝϯτͰҊ݅શମΛ Ϧʔυ͢Δ͜ͱ͕ଟ͘ɺػցֶशσΟʔ
ϓϥʔχϯά8FCܥαʔόαΠυͷ։ ൃߦ͏ɻ౦ژେֶେֶӃͰχϡʔϥϧ ωοτϫʔΫͷجૅݚڀϏοάσʔλ ੳͷݚڀʹैࣄɻ औకσβΠφʔߴڮً߳ σβΠϯใશൠΛ͡Ίɺ"7*-&/ͷ ϒϥϯυσβΠϯΛ౷ׅ͍ͯ͠Δɻ "7*-&/͕։ൃ͢Δ"*γεςϜͷ6*ɾ69 σβΠϯΛख͕͚Δɻઍ༿େֶେֶӃʹ ͯαʔϏεɾϓϩμΫτσβΠϯΛઐ߈ ͠ɺେखిػϝʔΧʔͱͷڞಉ։ൃϓϩ δΣΫτߦ͏ɻө૾੍࡞ͷܦݧ࣋ ͭɻ "*ࣄۀਪਐ෦Ϛωʔδϟʔམ߹ୡ "*ࣄۀਪਐ෦ͱͯ͠اըɾ։ൃɾӦۀͱ ෯͘ۀʹैࣄɻ1ZUIPOΤϯδχΞͱ ͯ͠ͷܦݧઐͷ౷ܭֶͷࣝΛੜ͔ ͨ͠ίϯαϧςΟϯάۀΛਪਐɻͦͷ ଞɺڭҭࣄۀͷऀͱͯ͠ɺηϛφʔ ݚमͷશͯΛ౷ׅ͍ͯ͠Δɻ
!25 © גࣜձࣾAVILEN αϙʔτࣾһհ ઐʹಛԽͨ͠ϓϨΠϠʔ͕ू·͍ͬͯ·͢ɻ "*εϖγϟϦετ٢จ ౦ژେֶେֶӃमྃɻֶ෦Ͱੜใ ՊֶΛઐ߈ɻੜ͔ΒಘΒΕΔϏοά σʔλͷղੳੜֶʹ͓͚Δཧͷγ ϛϡϨʔγϣϯɺϞσϦϯάͳͲʹਫ਼
௨ɻ౦ژେֶཧՊೋྨ࠷ߴ߹֨ɺຊ ੜֶΦϦϯϐοΫۚɾຊબҰҐͳͲ ͷडྺΛ࣋ͭɻਂֶशΛ༻͍࣮ͨҊ ݅ʹܞΘΔͱڞʹɺσʔλੳɾਂֶ शͷߨ࠲શൠΛ୲͢Δɻ "*εϖγϟϦετ༄ສཬ %F/"ͷΤϯδχΞɻLBHHMF σʔλੳ ίϯϖ ʹͯϝμϧ֫ಘܦݧ͋Γɻ "7*-&/Ͱσʔλੳߨ࠲ͷߨࢣϦʔ μʔΛΊΔɻਂֶशΛԠ༻ͨ͠ϓϩ δΣΫτʹܞΘΓͭͭɺ๏ਓݚमͷߨ ࢣͳͲੵۃతʹߦ͏ɻژେֶେֶӃ मྃɻେֶӃͰੈքॳͷϞσϧͱͳΔ ػցֶशΛ༻͍ͨ༧ଌख๏ͷ։ൃʹ ैࣄɻ *5εϖγϟϦετ࣮ 1ZUIPO5ZQF4DSJQUSFBDUKTWVFKTHP $$ ͳͲ༷ʑͳݴޠΛ͍͜ͳ͠ɺ*5 શൠͷٕज़ͷΩϟονΞοϓʹ༨೦͕ແ ͍ɻϑϩϯτΤϯυαʔόαΠυΠϯ ϑϥߏஙΛಘҙͱ͠ɺ༷ʑͳλΠϓͷΞ ϓϦέʔγϣϯͷ։ൃΛߦ͍ͬͯΔɻ· ͨɺػցֶशਂֶशͷ࣮ೳྗߴ ͘ɺଟ͘ͷ։ൃʹࢀՃ͢ΔϑϧελοΫ ΤϯδχΞɻ
!26 © גࣜձࣾAVILEN Ϩϕϧผɹࡏ੶AIਓࡐ ઐʹಛԽͨ͠ϓϨΠϠʔ͕ू·͍ͬͯ·͢ɻ ؆୯ͳ౷ܭੳɾػցֶशͷجૅࣝΛ༗͓ͯ͠Γɺ࣮͢Δ ͜ͱ͕Ͱ͖Δਓࡐ جຊతͳਂֶशɺ·ͨࣗવݴޠॲཧը૾ॲཧͳͲͷઐ ࣝΛ༗͓ͯ͠Γɺ࣮͢Δ͜ͱ͕Ͱ͖Δਓࡐ қ͕ߴ͘ɺԣஅతͳ͕ࣝٻΊΒΕΔ՝ʹରॲͰ͖Δɻ
࠷৽ݚڀͷཧղ͕͋Γɺಋೖઌʹ߹ΘͤͯԠ༻Ͱ͖Δਓࡐ ߴͳਂֶशϞσϧΛߏஙՄೳͰɺ։ൃҊ࣮݅ए͘ ,BHHMFͷσʔλੳίϯϖͰߴΛͨ͠ܦݧ͕͋Δਓࡐ Ϩϕϧ̍ ਓ Ϩϕϧ ਓ Ϩϕϧ ਓ Ϩϕϧ ਓ
ڧ͍Φηϩ"* ̍
w"MQIB(P͕։ൃ͞ΕΔ (PPHMF wΊͪΌͪ͘Όڧ͍ wੈքҰͷϓϩع࢜ᐬܿΛ̏ɿ̌Ͱѹ ̍ ̏લ ग़య - AlphaGo
w$//ϕʔεͷਂڧԽֶश w1PMJDZ/FUXPSLʢํࡦʣ ʴ 7BMVF/FUXPSLʢՁʣ wϞϯςΧϧϩ୳ࡧ ̍ ̏લ ग़య - AlphaGo
w"MQIB(PΛ࡞Γ͍ͨ wғޟϧʔϧ͕ΊΜͲ͍͘͞ͷͰΦηϩ w༏ઌͰ$ Λ͏ w͔͔ͤͬͩ͘ΒχϡʔϥϧωοτϫʔΫؚΊͯϑϧε ΫϥονͰॻ͘ ̍ Φηϩ"*Λ࡞Δ
w૬खͷੴΛڬΉΑ͏ʹੴΛஔ͘ wڬ·ΕͨੴࣗͷੴʹͳΔ w࠷ޙʹੴ͕ଟ͔ͬͨͻͱͷউͪ w؆୯ͦ͏Ͱ͍͠ήʔϜ wϓϨΠαΠτ IUUQXXXPUIFMMPPSHQMBZ ̍ Φηϩ
wਂχϡʔϥϧωοτϫʔΫͰ൫໘ՁΛ༧ଌ wΞϧϑΝϕʔλ୳ࡧͰdखઌ·Ͱͷ൫໘ΛಡΉ wϥϯμϜੑΛ࣋ͬͯྑ͍खΛબͿ w͜ΕΛ"*ಉ࢜ͷରઓͰڧԽֶशͤ͞Δ ̍ "*ΞϧΰϦζϜ
wΨνڧ͍"*ੜʂ wΦηϩ̎ஈͷ༑ୡΛ̑ɿ̌Ͱѹ w࠷ڧڏ͍͠ w(JUIVCˣ IUUQTHJUIVCDPN5BLVZPUIFMMP ̍ ̏ϲ݄ޙ
ऑ͍Φηϩ"*ͷಓ ̎
wඞͣෛ͚ͯ͠·͏"*ͱ͔໘ന͍Μ͡Όͳ͍ ͔ wΦηϩ wΦηϩͷϧʔϧ্ࣗࡴͰ͖ͳ͍ w࠷ऑΛࢦཱྀ͢ ̎ ͱ͜ͱΜऑ͍"*ͱ͔
w·ͣௐͯΈΔ w͍Ζ͍ΖͬͯΔͻͱ͍Δ IUUQTXXXOJDPWJEFPKQXBUDI TN ͳͲͳͲ wϥϯμϜͰଧͬͨͷʹউͬͯ͠·͏͜ͱ͋Δʁ ̎ લௐࠪ
wʮධՁʯͷҰ൪͍खΛબ͍ͯ͠Δ w͜Ε૬ख͕࠷ળΛଧͭͱ͍͏લఏͰͷ࠷ѱ ख wͭ·Γɺ͠૬खѱखΛଧͬͯདྷͨΒɺউ ͬͪΌ͏Մೳੑ͕͋Δʂ ̎ ࠷ѱखΛଧͭʁ
ͦΜͳΜ͡ΌͶΣͩΖɺΦϨ͕ٻΊͨऑ͞ͷۃΈʂ ग़య - ϋϯλʔϋϯλʔ
wઈରʹෛ͚Δ w૬ख͕ෛ͚Α͏ͱ͕Μͬͯઈରʹউͨͤ ͯ͋͛ΒΕΔ wͭ·Γɺ͍͔ʹগͳ͘औΔ͔ʂʁ ̎ ࠷ऑͱʁ
w͑؆୯ͩͬͨ wෛ͚Δ͕উͪͷήʔϜʹͯ͠͠·͍͍͑ʂ wίʔυͷ̍Օॴʢউͪෛ͚ఆʣ͚ͩΛม͑ ֶͯश ̎ ͦ͏͔ɺͦ͏͍͏͜ͱͩ
ऑ͍Φηϩ"*ੜ ̏
wඒ͍͠΄Ͳऑ͍"*ੜʂʂ wͲ͏͕Μͬͯউͬͯ͠·͏ wϥϯμϜͱରઓͯ͠উഊ w໊͚ͯ࠷ऑΦηϩ ̏ ֶश݁Ռ ग़య - ϋϯλʔϋϯλʔ
wং൫ͷಈ͖ڧ͍"*ͱ΄ͱΜͲಉ͡ wΦηϩ૬खͷબࢶΛΔήʔϜ ͦͷຊ࣭ಉ͔ͩ͡Βɺং൫ಉ͡Α͏ͳख ʹͳΔͱ͍͏͜ͱͳͷ͔͠Εͳ͍ ̏ ࣮ʹڵຯਂ͍
wத൫͔Βऴ൫ҰؾʹʮѱखʯΛଧͬͯ͘Δ wରઓ૬खͲ͏ͯ֯͠ΛऔΒ͟ΔΛಘͳ͍ ঢ়گ w͍ͭͷ·ʹ͔উͤ͞ΒΕΔ ̏ ֯औΒͳ͍
w͓ͦΒ͘ੈքͰҰ൪ऑ͍ w࠷ऑΦηϩʹෛ͚Δਓؒ͘͠"*Λืूத (JUIVCˣ IUUQTHJUIVCDPN5BLV ZPUIFMMP ̏ ෛ͚ΒΕΔͻͱʢ"*ʣืू
ڧԽֶशΞϧΰϦζϜ ̐
w ݱࡏͷ൫໘ͷʮՁʯ ྑ͞ Λ༧ଌ͢Δ w Ұาઌͷͯ͢ͷ൫໘Λྻڍ͠ɺ࠷Ձͷߴ͍൫ ໘Λબ͢Δ w "*Ͳ͏͠Ͱରઓͨ݁͠Ռ͔Βɺ൫໘ՁΛֶश͢Δ w
୳ࡧʹΑΔઌಡΈͱΈ߹ΘͤΔ͜ͱͰੑೳͷߴ͍ ํࡦΛ࣮ݱͰ͖Δ ̏ ՁؔϕʔεͷΠϝʔδ ग़య - AlphaGo
w 2 T B ɿঢ়ଶߦಈՁ w ঢ়ଶTͰߦಈBΛͱͬͨޙɺํࡦКʹैͬ ͯߦಈͨ͠ͱ͖ͷɺઌͷརಘ ̏ 2ֶश
w ϘϧπϚϯΛར༻͠ɺঢ়ଶߦಈՁ2 T B Λج४ʹߦ ಈΛબ͢Δํࡦ w 2 T B
͕ߴ͍΄ͲB͕બΕΔ͕֬ߴ͍ w ਖ਼ͷఆ5 Թ Λదʹઃఆ͢Δ͜ͱʹΑͬͯɺ֬ʹର ͢Δ2ͷӨڹΛ੍ޚ͢Δ w શߦಈͷू߹"͔ΒߦಈB͕બ͞ΕΔ֬К T B ҎԼͷ ࣜʹै͏ ̏ ιϑτϚοΫε๏
w 2ֶशͰNBY2ΛٻΊΔͨΊͱΓ͏Δ ͯ͢ͷঢ়ଶΛཏ͢Δඞཁ͕͋Δɻ ঢ়ଶ͕ଟ͗͢Δɺ࠷దͳ2͕Θ͔Β ͳ͍ w %FFQ/FVSBM/FUXPSLΛ༻͍ͯ2ؔ Λۙࣅͯ͠ରॲ ̏
%2/
w ऴ൫ͷਅͷશ୳ࡧʹΑͬͯΘ͔Δ w ΞϧϑΝϕʔλ๏ʹΑͬͯਅͷΛֶश͢Δʢϥετ खʣ w த൫ং൫ͷखͦͷdखઌͷҰ൪ྑ͍൫໘Λֶश͢Δ w ಈతܭը๏ʹ͍ۙ w
ޙΖ͔Βલʹֶ͚ͯश͢Δͱ͍͏͜ͱͰʮਅͷٯ ʯͱݺΜͰ͍Δ ̏ γϣʔτΧοτ̍
w ϞσϧYYYYYYͷશ݁߹ w ൫໘ใʴܭࢉʹΑΔಛྔ w ಛྔ w खͷ w ֤ϢχʔΫҐஔͷίϚ
w ։์ w ݻఆੴͷݸ w ܗ w ετφʔͳͲ w ͜ͷ͜ͱΛʮྗٕಛྔ//ʯͱݺΜͰ͍Δ ̏ γϣʔτΧοτ̎
wΦηϩॳ৺ऀʹˋউͯΔͨͬͨ̎ͭͷί π ̍ɽং൫த൫গͳ͘औΔ ̎ɽ֯ΛऔΔ w͓ΕࣗΦηϩऑ͍ ̏ ͓·͚
!54 © גࣜձࣾAVILEN AIࣄۀͰ͓ࠔΓͷํ ͓͍߹Θͤઌ ୲ऀ࿈བྷઌ ϝʔϧͰͷ͓͍߹ΘͤɿDPOUBDU!BWJMFODPKQ ձࣾͷ)1ͷ͍߹ΘͤϑΥʔϜ͔Β͓͍߹Θ͍͚ͤͨͩ·͢ɻ ձࣾ)1ɿIUUQTBWJMFODPKQ ·ͣɺ͓ؾܰʹ͝૬ஊ͍ͩ͘͞ɻ
ฐࣾͷίϯαϧλϯτΤϯδχΞ͕ɺϏσΦ௨Ͱͷ૬ஊوࣾʹ͓͍ ͍͖ͤͯͨͩ͞·͢ɻ
Thank you