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「フィンテック (2019夏)」第11-12回「サイバーフィジカル社会と金融の未来」 / Cy...
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Kenji Saito
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July 15, 2019
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「フィンテック (2019夏)」第11-12回「サイバーフィジカル社会と金融の未来」 / Cyber-Physical Society and Future of Finance
2019年7月15日、早稲田大学 大学院経営管理研究科の「フィンテック ─ 金融革新とインターネット (2019夏)」第11-12回にて使用したスライドです。
Kenji Saito
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July 15, 2019
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Transcript
ະདྷએݴɻ ୈ 11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019 Ն ૣҴాେֶ
େֶӃܦӦཧݚڀՊ ߨࢣ (ඇৗۈ) ੪౻ ݡ࣐
[email protected]
ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019 Ն ୈ 11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.1/27
͜ͷεϥΠυ https://speakerdeck.com/ks91 ʹஔ͔Ε͍ͯ·͢ ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019 Ն ୈ 11-12
ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.2/27
εέδϡʔϧ(Ծ) ୈ 1 ճ 6݄10 ϑΟϯςοΫͱԿ͔ (1) • ୈ 2
ճ 6݄10 ϑΟϯςοΫͱԿ͔ (2) • ୈ 3 ճ 6݄17 Πϯλʔωοτͷٕज़ͱΨόφϯε (1) • ୈ 4 ճ 6݄17 Πϯλʔωοτͷٕज़ͱΨόφϯε (2) • ୈ 5 ճ 6݄24 ϑΟϯςοΫલ (1) • ୈ 6 ճ 6݄24 ϑΟϯςοΫલ (2) • ୈ 7 ճ 7݄ 1 ϒϩοΫνΣʔϯ (1) • ୈ 8 ճ 7݄ 1 ϒϩοΫνΣʔϯ (2) • ୈ 9 ճ 7݄ 8 Ϩοδϟʔ (ா) ٕज़ͱ৽ͨͳΞϓϦέʔγϣϯج൫ (1) • ୈ10ճ 7݄ 8 Ϩοδϟʔ (ா) ٕज़ͱ৽ͨͳΞϓϦέʔγϣϯج൫ (2) • ୈ11ճ 7݄15 αΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷ (1) • ୈ12ճ 7݄15 αΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷ (2) • ୈ13ճ 7݄22 ϑΟϯςοΫɾΞΠσΞιϯ (1) ୈ14ճ 7݄22 ϑΟϯςοΫɾΞΠσΞιϯ (2) ୈ15ճ 7݄29 ൃදͱ૯ׅ ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019 Ն ୈ 11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.3/27
ࠓिͷ༻ޠ (࠷ۙͷχϡʔε͔Β) ΥϨοτ (Ծ௨՟/҉߸ࢿ࢈ͷ) ͝ࢀߟ : גࣜձࣾϦϛοΫεϙΠϯτ IR ใ ʮࣾࢠձࣾʹ͓͚ΔԾ௨՟ͷෆਖ਼ྲྀग़ʹؔ͢Δ͓Βͤͱ͓ͼ
(ୈҰใ)ʯ ʮࣾࢠձࣾʹ͓͚ΔԾ௨՟ͷෆਖ਼ྲྀग़ʹؔ͢Δ ͓Βͤͱ͓ͼ (ୈೋใ)ʯ ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019 Ն ୈ 11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.4/27
ΥϨοτԿΛ͍ͯ͠Δ͔ ਤ Bitcoin ͷ߹ (ϏʔΧʔϞσϧ) ΥϨοτʪެ։ݤ, ൿີݤʫͷϖΞͷ͏ͪಛʹൿີݤΛཧ͠ɺͦΕΛ༻͍ΔͨΊͷΠϯλϑΣʔεΛఏڙ͢Δ ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ
2019 Ն ୈ 11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.5/27
ϗοτͱίʔϧυ ϗοτΥϨοτ ൿີݤ͕ΦϯϥΠϯঢ়ଶʹ͋ΔΥϨοτ ωοτϫʔΫΛ௨ͯ͠ൿີݤ͕࿙Ӯͨ͠Γ༻͞ΕͨΓ͢ΔڪΕ͕͋Δ ίʔϧυΥϨοτ ൿີݤ͕ΦϑϥΠϯঢ়ଶʹ͋ΔΥϨοτ ωοτϫʔΫΛ௨ͯ͠ൿີݤʹΞΫηε͞ΕΔڪΕͳ͍ (ਖ਼͘͠ӡ༻͞ΕΕ) ਖ਼͘͠ӡ༻͢Δ͜ͱ͕໘ (શମΛࣗಈԽͰ͖ͳ͍)
ൿີݤΛ༻͢Δखॱͱͯ͠ɺ (1) ΦϑϥΠϯͰॺ໊͖τϥϯβΫγϣϯͷσʔλΛ࡞͠ɺ (2) ԼΖཱͯ͠ ͷՄൖϝσΟΞ (ࢴ͕࠷ڧ͔) ʹೖΕͯӡͼɺ (3) ΦϯϥΠϯγεςϜʹೖ (ޫֶํ͕ࣜ࠷ڧ͔) ͢Δ ͦͷҰ࿈ͷྲྀΕΛ ΦϯϥΠϯγεςϜ͔Βࣗಈతʹߦ͑ΔΑ͏ʹͯ͠ͳΒͳ͍ ·ͨɺަॴʹ͓͍ͯͦͷΨόφϯε͕ॏཁ (෦൜ߦͷࢭɾࢭɾࢹ) ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019 Ն ୈ 11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.6/27
ࠓͷτϐοΫ 1. ՝ϨϏϡʔ 2. αΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷ 3. ౼ٞ : ܦࡁͱ࿑ಇͷมԽ 4.
Libra ϗϫΠτϖʔύʔಡΈ߹Θͤ ࠓճ՝Λग़͠·ͤΜ ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019 Ն ୈ 11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.7/27
1. ՝ϨϏϡʔ ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019 Ն ୈ 11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ
— 2019-07-15 – p.8/27
՝5.ʮαΠόʔϑΟδΧϧʯ ࣗಈӡసंͱϑΟϯςοΫΛΈ߹ΘͤͨΞΠσΞΛ؆ܿʹड़͍ͯͩ͘͞ɻ ʮܾࡁɾૹۚʯ ʮࢿ࢈ӡ༻ʯ ʮ༬ۚɾ༥ࢿʯ ʮࢿۚௐୡʯ ʮอݥʯ ʮࢿຊࢢʯ ͔ΒͻͱͭબΜͰϑΟϯςοΫΛద༻ͯ͠Έ͍ͯͩ͘͞ɻ ఏग़ظݶ
2019 7 ݄ 13 () 17:59 JST ఏग़ํ๏ Course N@vi ͔Β ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019 Ն ୈ 11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.9/27
ͱରࡦ . . . ճͷΛݟ·͢ ରࡦ . . .
͜Ε͔ΒतۀΛΑΓΑ͘͢ΔͨΊͷରࡦΛߟ͑·͢ 19+α ໊த 16 ໊ఏग़ (ࡢͷ࣌) (ΕͯΑ͍ͷͰఏग़͠·͠ΐ͏) ໘ന͔ͬͨͰ͢ʂ ࣗಈӡసं͕ΑΓϦΞϧʹͳ͖ͬͯͨͨΊ͔ɺط֓೦͔Β֎Εͯ ʮόοςϦʔ͖ϞόΠϧିۭؒʯΈ͍ͨͳଊ͑ํཱ͕ͪ·ͨ͠ Έͳ͞ΜͷΞΠσΞ υϥΠϒεϧʔɺอݥɺϨϯλΧʔɺΧʔγΣΞɺϨʔεɺॴ༗ɾࢿ࢈ӡ༻ɺ Ոͱͯ͠ͷࣗಈӡసंɺࣄނରԠɺौͷ໓ɺൃిࢪઃͱͯ͠ͷࣗಈӡసंɺ ಓ࿏උͷͨΊͷηϯγϯάɺߴྸऀͷͨΊͷอݥձࣾఏܞɺλΫγʔอݥɺ χʔζΛ࣮ݱ͢ΔϋίɺࢿରԽɺ૬ΓɺอݥۚϋοΫɺίϛϡχςΟλΫγʔ ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019 Ն ୈ 11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.10/27
T͞Μͷ࡞ ࣗಈӡసंʹɺंͱ͍͏ػೳΛ͑ͯɺ ʮՈʯͱ͍͏ػೳΛ࣋ͨͤ·͢ ݁ՌɺՈͱ͍ͬͨچདྷܕͷෆಈ࢈ফ໓ͯ͠ɺࣗಈӡసंࣗମ͕͋Δछͷෆಈ࢈Խ͠·͢ ேى͖ͨΒతͰ͢ ऴిͱ͔ؔͳ͍Ͱ͢ ͔ͭɺࣗಈӡసෆಈ࢈ͷॴ༗Ώ͘Ώ͘ͳ͘ͳΓ·͢ ࣗಈӡసՈγΣΞϦϯάͰ͢ ͬͱݴ͏ͱɺॅॴͱ͍͏֓೦͕ͳ͘ͳΓ·͢ ํ੫ͱ͍͏֓೦ͳ͘ͳΓ·͢
݁ՌɺίϛϡχςΟͱ͍͏ଘࡏ͕େ͖͘ͳΔͣͳͷͰ ίϛϡχςΟଘଓอݥ ίϛϡχςΟࢿ Έ͍ͨͳϑΟϯςοΫ͕ΜʹͳΔͱࢥ͍·͢ ⇒ ෆಈ࢈ͱ͍͏֓೦͕ফ໓͢Δ͔Ͳ͏͔ผͱͯ͠ σδλϧԽʹΑΓɺઌߦ͍ͯ͠ΔίϯϐϡʔλγεςϜͷࡏΓํ͕ɺ ཧੈքʹӨ͞Ε͍ͯ͘ɺͱ͍͏͜ͱΛඳ͍͍ͯͯڵຯਂ͍Ͱ͢ ྫ͑ʮॅॴʯͷࡏΓํ ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019 Ն ୈ 11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.11/27
H͞Μͷ࡞ ʲࣗಈӡసंͱϑΟϯςοΫʹΑΔߴಓ࿏ͷौશθϩͷ࣮ݱʳ ⋆ ࠓޙɺࣗಈӡసंʹΑͬͯߴಓ࿏ͷ۠ؒશͳࣗಈӡస͕͚ٛΒΕΔ ⋆ ·ͨɺࣗಈӡసंʹશͯͷंʹߴྉۚࢧ͍γεςϜ͕ࡌ͞ΕΔ ͜ΕʹΑΓɺߴಓ࿏۠ؒͰৗʹं྆ಓ࿏ঢ়گΛੳͯ͠શମ࠷దͱͳΔεϐʔυ͕ ֤ंʹࢦࣔ͞ΕΔ → ֤ंͷݸਓʹΑΔϒϨʔΩθϩ
ݱࡏͷ ETC ྉۚॴͷΑ͏ʹंΛམͱͯ͠όʔΛ௨ա͢Δඞཁͳ͘ͳΔ → ྉۚॴͷ֤Ϩʔϯͷۭ͖ঢ়گΛผͯ͠ɺશମ࠷దͱͳΔΑ͏ͳࣗಈৼΓ͚͕ߦΘΕͯ ௨աࣄલʹΓޱͱ߱ΓޱΛొ͢Δ͜ͱͰɺͦͷͷྉ͕ۚࣗಈͰܾࡁ͞ΕΔ શं྆ͷࣗಈӡసʹΑΓࣄނແ͘ͳΔ ֤ं͕ࣄલʹΓޱͱ߱ΓޱΛొ͢Δ͜ͱͰɺਵ࣌ɺࠞࡶ۩߹༧εϐʔυ͕ Ξοϓσʔτ͞ΕΔ → GW ͳͲͷϋΠγʔζϯɺ͋Δఔਖ਼֬ͳ౸ண࣌ؒͳͲ͕ࣄલʹ͔Δ ⇒ ྉۚॴࣗମ͕૬؆ུԽ͞Εͦ͏Ͱ͢Ͷ աతʹΧϝϥ͚͕ͩઃஔ͞Ε͍ͯͯφϯόʔʹΑΔೝࣝͳͲ ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019 Ն ୈ 11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.12/27
Y͞Μͷ࡞ ʲΞΠσΟΞʳࣗಈӡసंΛిྗൃిஔͱͯ͠ར༻͢Δ͜ͱͰɺࢿ࢈ӡ༻Λޮతʹߦ͏ ʲʳࣗಈӡసंͷར༻ํ๏Λɹ˓ 1 ࣗࣗͷ༻ɹ˓ 2 ۭ͍͍ͯΔ࣌ؒͷଞࣾି͠ ɹ˓ 3 ػ͍ͯ͠Δ࣌ؒͷൃిஔͱͯ͠ͱΒ͑Δ
ʲࢿ࢈ӡ༻ʳ˓ 3 ʹ͍ͭͯɺചిՁ͕֨ࣗ༝Խ͞ΕΔ͜ͱ͔ΒɺϑΟϯςοΫΛར༻͢Δ͜ͱͰ μΠφϛοΫϓϥΠγϯά͕ՄೳʹͳΔ Իͷͳ͍ͱ͍͏લఏͰɺϞʔλʔΛ࣋ͭࣗಈं͕ػ͍ͯ͠ΔࡍʹΞΫηϧ͕౿·Εଓ͚ɺൃిͤ͞Δ͜ͱ͕ ग़དྷΔ͜ͱΛར༻͠ɺͦͷࡍʹചΔ͜ͱ͕ग़དྷΔిྗՁ֨ͱɺଞࣾି͠Λ͢ΔίετΛൺֱͯ͠ɺΑΓܦࡁੑ͕͋Δ ํ๏ΛબͰ͖Δ आΓ͍ͨਓ͕͍ͳ͍߹Ͱɺൃిɾചి͢Δ͜ͱ͕ग़དྷΔ͕ɺ͋·ΓʹചిՁ͕͍֨҆߹ిஔʹͯిྗΛ อ͠ɺதʹൢചΛߦ͏ ωοτϫʔΫͷޓੑ͕͋ΔंूஂΛ VPPʢόʔνϟϧύϫʔϓϥϯτʣͱͯ͠৫Խ͢Δ͜ͱͰɺ͞Βʹޮ ߴ·ΓɺࣗಈंΛࢿ࢈ӡ༻ͷҰͭͱͯ͠ଊ͑Δ͜ͱ͕ग़དྷΔΑ͏ʹͳΔ ⇒ ൃి (ճੜϒϨʔΩ) ඇྗͩͱͯ͠ిͱͯ͠ҙຯ͕͋Γͦ͏Ͱ͢Ͷ ͦΕ͔೩ྉిंͰ͔͢Ͷ ंΛϞόΠϧόοςϦʔͱͯ͠ݟͳ͢ͱిྗΠϯϑϥ͕༷มΘΓ͢ΔՄೳੑ͕͋Γ·͢ ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019 Ն ୈ 11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.13/27
U͞Μͷ࡞ ରҊɿࣗಈӡసࣾͱಓ࿏උͷӡӦ Έɿࣗಈӡసंʹಓ࿏ઃඋͷྼԽΛײ͢ΔγεςϜΛ͚ͭɺͲ͜ͷಓ࿏τϯωϧʹ ஶ͍͠ྼԽ͕ΈΒΕΔ͔Λײ͢ΔσʔλΛऩूͤ͞Δ ͦͷσʔλੳΑΓɺमસͷඞཁͳॴͱنΛಛఆ ͦΕʹΑΓɺͦͷमસʹ PFI Λ׆༻ͤ͞ࢿۚௐୡΛͯࣗ͠ಈंަ௨Πϯϑϥͷߋ৽ΛਤΔ ʻϝϦοτʼ ࣗಈӡసंʹΑΔσʔλੵʹΑΓσʔλੳ͕Ͱ͖ɺྼԽͷঢ়گ͕ѲͰ͖Δ
ࣗવࡂతͳେࣄނΛະવʹ͙͜ͱ͕Ͱ͖Δɹ҆શੑ͕ߴ·Δ ࣾձͷؔ৺ͷ্͔Βࢿ͕ۚू·Γ͘͢ͳΔɹࣗಈंަ௨Πϯϑϥͷߋ৽͕ޮՌతʹඋ͞ΕΔ ʻσϝϦοτʼ ಓ࿏ަ௨๏ͳͲͷن੍Λվਖ਼͢Δඞཁ͕͋ΔɹσʔλΛ౪·ΕͯࠃࡍςϩͳͲʹ׆༻͞ΕɺࠃͷऑମԽ͢ΔڪΕ͕͋Δ ަ௨ྔͷগͳ͍ҐͰेͳσʔλྔΛऩूͰ͖ͳ͍ ⇒ ૉΒ͍͠Ͱ͢Ͷ ެڞΠϯϑϥͷอकɾඋΛࣗಈԽ͢ΔΈඞཁͩͱࢥ͍·͢ ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019 Ն ୈ 11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.14/27
Y͞Μͷ࡞ ࣗಈӡసंͱอݥΛΈ߹Θͤͯߟ͑Δ ϑΟϯςοΫʹΑΓɺอݥ͕ۚͪʹέʔλΠʹೖۚ͞ΕΔػೳ͕Ͱ͖ͨͱ͢Δ ࢲ͕ࣗಈंΛखಈͰӡసͨ͠߹ɺอݥ͕ۚৼΓࠐ·Εͯ͘Δ·Ͱʹଟ͘ͷ֬ೝ͕ඞཁͱͳΔ ӡసʹ͓͍ͯɺώϡʔϚϯΤϥʔͷՄೳੑ͕͋Δ͔ΒͰ͋Δ ҰํͰࣗಈӡసंجຊతʹࣄނΛҾ͖ى͜͞ͳ͍લఏͰ͋ΔͨΊɺࣄނͷࡍجຊతʹͪ͜Βଆʹ ඇ͕ͳ͍ͨΊɺ֬ೝࣄ߲গͳ͘ɺอݥۚଈৼΓࠐ·ΕΔ ͢Δͱɺ͜Μͳ͜ͱ͕ى͖ΔՄೳੑ͕͋Δ ࢲɺࣗಈӡసं͕Θ͟ͱେ͝ͱʹͳΒͳ͍ఔͷࣄނΛҾ͖ى͜͢Α͏ʹઃఆ͢Δ ͦͷंΛɺ৭Μͳͱ͜ΖʹͿ͔ͭΓͳ͕ΒΒͤΔ
ं͕Ϳ͔ͭΔʹɺࣗͷέʔλΠʹอݥ͕ۚৼࠐ·ΕΔ ࢲं 1 ͰɺͦͷԿഒͷอݥۚΛಘͯɺߥՔ͗͢Δ͜ͱ͕Ͱ͖Δ อݥۚͱϑΟϯςοΫΛΈ߹ΘͤΔ࣌ɺҙ͠ͳ͚ΕͳΒͳ͍ ⇒ ࣗಈԽͷΈΛͲ͏৴པͰ͖Δͷʹ͢Δ͔ͱ͍͏Ͱ͋Γ·͢Ͷ ΞϧΰϦζϜ͕վ͟Μ͞Ε͍ͯͳ͍ͱ͍͏ূ໌ʁɹʮΈϋοΫ͞ΕΔʯͦΕΛલఏʹͨࣾ͠ձͷϧʔϧʁ ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019 Ն ୈ 11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.15/27
2. αΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷ αΠόʔϑΟδΧϧ & ίάχςΟϒ ૂ͍গ͠ະདྷʹ͚ͯ (ಈ͍͍ͯΔ૬खʹύεΛૹΔͱ͖ʁ) ٿن OS ͷ͋ΔΒ͠
ܦࡁͷมԽ ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019 Ն ୈ 11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.16/27
αΠόʔϑΟδΧϧ αΠόʔ ← αΠόωςΟΫε (cybernetics) ௨৴ͱ੍ޚʹண͠ɺಈͱػցͱͦͷଞγεςϜΛ౷Ұతʹѻ͏ ਆܦܥʹؔΘΔ → ηϯγϯάͱΞΫνϡΤʔγϣϯ αΠόʔϑΟδΧϧ
ݩʑϑΟδΧϧͳͷͩͬͨαΠόωςΟΫεΛཧࣾձʹద༻͢Δ ಛఆͷۭؒࣾձશମ͕ηϯγϯάͱΞΫνϡΤʔγϣϯʹΑΓಈ࡞͢Δ ༷ʑͳ (AI ʹΑΓΞγετ͞Εͨ) ηϯαʔ/ΞΫνϡΤʔλʔεϚϗͳͲͷܞଳσόΠε ͋Δ͍๏੍ͳͲʹΑͬͯɺਓؒͷੜ׆ڥΛࢧ͑ΔࣾձΠϯϑϥͱίϯϐϡʔλωοτ ϫʔΫͱ͕ޓ͍ʹີʹܨ͕Γ߹͏࣌ ͻͱΓͻͱΓ͕εϚϗΛ࣋ͪา͖ใڥͱৗʹີʹܨ͕Γͳ͕Βੜ͖͍ͯΔݱࡏɺ զʑ͢ͰʹαΠόʔϑΟδΧϧ࣌ͷೖޱʹཱ͍ͬͯΔ ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019 Ն ୈ 11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.17/27
ίάχςΟϒ (cognitive) ʮೝʯ ൚༻ਓೳͰͳ͍ (ਓؒͷஔ͖͑Ͱͳ͍) ʮҙࣝʯΛͭඞཁͳ͍ → ʮమΞτϜʯͰ͋Δඞཁͳ͍ ʮֶशʯ͠ʮਪʯ͢Δ →
ʮమਓ 28 ߸ʯ͘Β͍Ͱ͋Γ͍ͨ ਓؒͷೝͱతॲཧೳྗͷ֦ு खॻ͖ࣈೝࣝͷσϞ (http://cs.stanford.edu/people/karpathy/convnetjs/) ͪͳΈʹখֶੜͷʮ༣ศہͷ৬ۀମݧʯͱ͔ຊདྷ͔͜͜Β͡ΊΔͷͰʁ αΠόʔϑΟδΧϧͷॏཁͳύʔπ ਓਆܦωοτϫʔΫ ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019 Ն ୈ 11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.18/27
ૂ͍গ͠ະདྷʹ͚ͯ ݱ → 30 ޙ͘Β͍·ͰͷมԽͷτϨϯυʁ ૂ͏ͷগ͠ઌͰɺ͔͍ͬͯΔํΛݟఆΊΔඞཁ͕͋Δ ͋·ΓظͰݟͯ͠·͏ͱɺࣾձͷมԽ͕ܹ͍͠߹ʹ໋ͳϏδωεʹͳΔ ྫ : ×
ࣗಈӡసं͕ݸਓʹॴ༗͞ΕΔ͜ͱΛલఏͱͨ͠Ϗδωε ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019 Ն ୈ 11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.19/27
ٿنOS (2007) ʮதԝʯͱݺΕ͍ͯͨͷ͕ࣗಈԽ͞Ε͍ͯ͘ ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019 Ն ୈ 11-12
ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.20/27
Amazon Go ങ͍٬՟ฎͷଘࡏΛҙࣝ͠ͳ͍ → ՟ฎ͏͙͢ݟ͑ͳ͘ͳΔ ཪଆͰ͞·͟·ͳҟͳΔ՟ฎɾΫʔϙϯɾϙΠϯτͷγεςϜ͕ಈ͖ಘΔ ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019
Ն ୈ 11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.21/27
ଟ༷ͳσδλϧ௨՟͕ΘΕΔੈք ϏοτίΠϯʹද͞ΕΔάϩʔόϧͳ௨՟ ࠃຽ௨՟ͷσδλϧԽ (ຊʹ͓͍ͯʮσδλϧ JPYʯ) MUFG ίΠϯɺJ ίΠϯɺS ίΠϯ ڞಉମʹΑΔࢼΈ
தԝۜߦʹΑΔࢼΈ Ҭ௨՟ɺతผ௨՟ (“Cause-Oriented Economy”) ࠓଟ༷ͳσδλϧ௨՟͕ΘΕΔੈքͷೖޱ ͦͷࡶ͞ࢲͨͪͷҙࣝʹ্ΒͣɺࢲͨͪࣗͷϙϦγʔ͚ͩΛ͖ͬΓͤ͞·͢ ͢ΔͱɺཪͰಈ͍͍ͯΔͷ͕՟ฎ͔Ͳ͏͔͢Βؔ͠ͳ͘ͳΓ·͢ ΤʔδΣϯτ (εϚϗΞϓϦͱ͔) ͔ΒϙϦγʔʹԊͬͨߦಈͷఏҊ ͦ͜ʹγΣΞϦϯάΤίϊϛʔೖ͖ͬͯ·͢ ⇒ ՟ฎܦࡁͷਰୀʂ cf.ʮট͖ೣʯ ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019 Ն ୈ 11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.22/27
ۚ༥՟ฎܦࡁγεςϜͷςτϥου (4ͭ) ަɾফඅɺஷɾࢿ ઐԽɺߞɾ࢈ۀࣾձ ֨ࠩɾະདྷ͔Βͷࡡऔɾഁ࢈ σδλϧ௨՟ɺϑΟϯςοΫͱ ͦͷઌ ڧԽ స ճ෮
ਰୀ ࢧͱैɺώΤϥϧΩʔ རӹͷ࠷େԽ (՟ฎແ͖) ৴༻γεςϜɺଃ༩ܦࡁ ઐະԽɺङྌ࠾ूࣾձ ৽͍͠ϝσΟΞաڈʹਰୀͤ͞ΒΕ͍ͯͨͷΛճ෮ͤ͞Δ͕ɺຊʹʮଃ༩ܦࡁʯʮઐະԽʯճ෮͢Δͷ͔ʁ ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019 Ն ୈ 11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.23/27
มԽͷτϨϯυ ՟ฎۚ༥͕ઌӶԽ͢Δͱʮަɾফඅʯఀ͢Δ → γΣΞϦϯάΤίϊϛʔ͕಄͢Δ ઐੑΛΘͣʹܦࡁΛӦΉϥΠϑελΠϧ (AI σδϑΝϒʹΑΔޙԡ͠) → ՝੫͖͢ܦࡁ׆ಈ͕ॖୀ͢Δ ެڞΛ୲͏ํ๏ʹมԽ͕ੜ͡Δ
← ࢲͨͪʹͱͬͯͷػձ → ͦͷ࣌Ͱͦͦ՟ฎͷਰୀ͕ى͖͍ͯΔ ՟ฎܦࡁͷݪཧΛਪ͠ਐΊ͍ͯ͘͜ͱͰɺٯʹ՟ฎΛඞཁͱ͠ͳ͍༥௨ͷιϦϡʔγϣϯ͕ બ͞Ε͍͖ͯɺ՟ฎΉ͠Ζද͔Βୀ͍͍ͯ͘ → ʮޏ༻ʯʮചΓͱങ͍ͷʯͱ͍͏ߟ͑ํ่͕յ͢Δ ʮࢧऀ/ඃࢧऀʯʮੜ࢈ऀ/ফඅऀʯͱ༹͍͕͚͍ͬͨؔͯ͘ ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019 Ն ୈ 11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.24/27
3. ౼ٞ : ܦࡁͱ࿑ಇͷมԽ 30 ޙͷܦࡁʁ ͦ͜ʹࢸΔಓےΛੜ͖͍ͯͨ͘Ίʹʁ ࠓɺԿ͔Β͡ΊΔʁ ϑΟϯςοΫ —
ۚ༥ֵ৽ͱΠϯλʔωοτ 2019 Ն ୈ 11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.25/27
4. Libra ϗϫΠτϖʔύʔಡΈ߹Θͤ https://libra.org ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019 Ն ୈ
11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.26/27
·ͨདྷिʂ ͊ͯ͞དྷिͷ࣋ͪͷ ͖ͳ৭ͷΧϥʔϖϯ (ന͍ࢴͷ্ͰՄಡͰɺཪࣸΓ͠ͳ͍ͷ) ͓՛ࢠ (ѿͱ͔) ϑΟϯςοΫ — ۚ༥ֵ৽ͱΠϯλʔωοτ 2019
Ն ୈ 11-12 ճʮαΠόʔϑΟδΧϧࣾձͱۚ༥ͷະདྷʯ — 2019-07-15 – p.27/27