産業革命期を振り返りながら AIが席巻する現代について考えてみました
オープンセミナー広島2023で話したスライドです
1ImpressTITLE EXAMPLE HEREਓྨ࢙͔ΒݟΔࠓ͜ͷ࣌ͷา͖͔ͨOSH2023 2023/11/11Kazushi NAKAMICHI
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ͱΓ͋͑ͣৼΓฦͬͯΈΔ😇ͪΐͬͱৼΓฦΓ͔͗ͨ͢ɻɻɻ
ৼΓฦͬͯΈΔ
ڻዼͷࣄ࣮Λ͍͑ͨ
7ڻዼͷ৽ࣄ࣮ਓྨͷىݯτϞϩίγ
ϚϠจ໌ͷઆͷ࡞ਆτϞϩίγͷคͱਫΛࠞͥΔ͜ͱͰਓྨΛ࡞ͬͨԫɺനɺࢵɺࠇͳͲͷ༷ʑͳ৭ਓछΛ͍ࣔͯ͠ΔτϞϩίγӉ͔Β͖ͬͯͨ
τϞϩίγӉ͔Βདྷͨछࢠ͕ൽʹแ·Ε͍ͯΔͨΊࣗવൟ৩Ͱ͖ͳ͍໌֬ͳઌछͱͳΔੜ২͕ݟ͔͍ͭͬͯͳ͍ࠄੜ࢈ྔଞΛҾ͖ͯ͠ੈքҰถখഴτϞϩίγ0 300 600 900 1200શੈքͷੜ࢈ྔ ඦສU
10ImpressTITLE EXAMPLE HEREਓྨ࢙͔ΒݟΔࠓ͜ͷ࣌ͷา͖͔ͨOSH2023 2023/11/11Kazushi NAKAMICHI
lਓྨʹͱͬͯ࠷وॏͰ͋Δͱಉ࣌ʹ࠷ѱ͖͠ʓʓͰ͋Δɻ͜ͷΑ͏ͳͷɺਓؒͷ಄͕ߟ͑ग़ͨ͠தͰ࠷େڃʹආʹ͢Δͷͩͱݴ͑Δz
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ྺ࢙ͷసͱݴ͑ΔɺࣾձΛҰมͤ͞Δٕज़ͷੜΛਓྨԿܦݧ͖ͯͨ͠
࡞ͷऩ֭ྔ૿͑Δ͕ਓޱ૿ՃʹΑͬͯ৯͍௵͞ΕΔҰਓͨΓͷੜ࢈ੑ্͍ͯ͠ͳ͍
͜ͷ͋ͨΓͰੈքΛม͑ΔΑ͏ͳԿ͔͕͋ͬͨͣ
࢈ۀֵ໋ୈҰ࣍࢈ۀֵ໋Around 1769~In England.ୈೋ࣍࢈ۀֵ໋Around 1879~In the America. and European countries.
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छྨͷٕज़ʹ͍ͭͯ࿑ಇஔٕज़ ࿑ಇิٕज़࿑ಇऀͷ͍ͬͯͨ͜ͱ͕ػցʹͦͷ··ஔ͖ΘΔٕज़ػց͕࿑ಇऀΛॿ͚ͯੜ࢈ੑΛߴΊΔٕज़ࣗಈ৫ػɺચ୕ػɺτϥΫλʔ ԕڸɺআػɺ*%&
࢈ۀֵ໋ࢳ͔Β࢝·Δ
දతͳൃ໌ػ ࣗಈ৫ػ ৠؾػؔࢳͷߴେྔੜ࢈ ໖৫࡞ͷࣗಈԽ ৠؾΛ৽ͨͳಈྗʹ
ৠؾػ༷ؔʑͳಈྗͱͳΓ͕ͯమಓΛಈ͔͢Α͏ʹͳΔ
ৠؾػؔ ໖৫ మಓͷੜͱ໖৫ͷരൃతීٴ֤छಈྗ Ͱͷେྔੜ࢈ ༌ૹ
ͳͥୈҰ࣍࢈ۀֵ໋ى͖ͨͷ͔ʁͦͯ͠ɺͳͥͦΕ·Ͱى͖ͳ͔ͬͨͷ͔ʁ2
ୈҰ࣍࢈ۀֵ໋ظʹ͓͍࣏͕ͯΠϊϕʔγϣϯΛࢧ࣋ͨͨ͠Ί"
ͦΕ·ͰΠϊϕʔγϣϯΛ્͢Δྗ͕ಇ͍͍ͯͨͷ͔ʁ2
:&4"
lͦͳͨͷൃ໌͕͜ͷࠃͷ͋ΘΕͳਉຽʹԿΛͨΒ͔͢ߟ͑ͶͳΒͳ͍ɻ൴Β͔ΒࣄΛୣ͍ɺޤ৯ʹᩫΊɺഁ໓ʹ͍ΔͩΖ͏zΤϦβϕεҰੈࡏҐɿۺԼฤΈػʹରͯ͠
࢈ۀֵ໋Λى͜͢ΠϊϕʔγϣϯΛ࣏͕ࢧ࣋ͨ͠ཧ༝Կނ͔ʁ2
ઓ૪ͱ্ۚঢ"
ػցಋೖͷ͖͔͚ͬઓ૪ ্ۚঢྗқͷࠃࡍڝ૪͕ܹԽͨ͠࿑ಇऀͷ্͕ۚঢ͠ػցԽʹΑΔίετݮ͕ٻΊΒΕٕͨज़తʹΕΔ͜ͱࠃࡍڝ૪ྗΛࣦ͏͜ͱʹͳΔख़࿅ղޏ͞ΕɺͷओঁੑͱࢠͲʹมΘͬͨ
ൃ໌ίϯϐϡʔλʔͷྺ࢙࣮ͱͯࣅ͍ͯΔνϡʔϦϯάϚγϯͱ͔ͦͯ͠ݱɻɻɻ
ൃ໌ͷྺ࢙߅ͷྺ࢙Ͱ͋Δ
ϥομΠτӡಈ͕ى͜Δ৬Λࣦ͏͜ͱΛڪΕͨ৬ਓ͕ͨͪػցΛഁյͯ͠·ΘͬͨػցΛഁյ͢ΔͱࢮܐͱͳΔ๏·ͰͰ͖ͨ܉ʹΑ੍ͬͯѹ͞ΕػցͷಋೖΛࢭΊΔ͜ͱͰ͖ͳ͔ͬͨ
ٕज़͕ࣾձΛศརʹ͢Δͷ͔ͩΒɺ࿑ಇஔٕज़ͩΖ͏͕ड͚ೖΕͨΒΑ͍ͷͰʁ2
࢈ۀֵ໋Λܦͯੜ࢈ྔ্ঢΛଓ͚Δ্͕ۚঢۙ͘ఀͨ͠"
ୈҰ࣍࢈ۀֵ໋ʹ͓͍ͯػցԽͱԽ͕ͨΒͨ͠ͷੜ࢈ྔɹ46% UPػ৫৬ਓͷࣦۀɹ60~84%Ҭॅਓͷฏۉण໋ɹશࠃฏۉ-10࠽࿑ಇ࣌ؒɹ20% UPۚɹ12% UP
ͦͷ࣌Λੜ͖Δ࿑ಇऀʹͱͬͯػցԽෆͳग़དྷࣄͰ͔͠ͳ͔ͬͨͷ͔͠Εͳ͍ɻɻɻ
දతͳൃ໌ిؾ ೩ػؔ ࣗಈंর໌ಈྗ͕ిؾ Τϯδϯͷੜ ॏۀͷൃల
ిؾͷ׆༂ΨεʹΘΔ҆શͳর໌ͱͯ͠ΛরΒ͕ͩ͢ɺಈྗͷిԽʹΑΔੜ࢈ੑͷ্·Ͱ40͔͔͕ۙͬͨͯ͘ৠؾʹΘΔಈྗͱͯ͠ػցΛಈ͔͢Α͏ʹͳΔ
ిԽʹΑΔੜ࢈ੑ্ʹඞཁͩͬͨͷதԝಈྗ͔ΒϢχοτۦಈͷมߋͷϨΠΞτɺੜ࢈ఔɺੜ࢈ཧํ๏ͷมߋ
ػցͱͷมԽେنԽ͢Δ͜ͱͰਓࣄɺܦཧɺࣄͷࣄ͕ੜ·ΕΔػց͕ޏ༻ͷग़ͱۚͷ্ঢΛਪ͠ਐΊΔػցେܕԽෳࡶԽ͠ਓ࿑ಇऀͷखΛඞཁͱ͢ΔΑ͏ʹͳΔ
࿑ಇஔٕज़ͳ͔ͬͨͷ͔ʁϥομΠτͷΑ͏ͳ߅ʁ2
࿑ಇஔٕज़ଘࡏͨ͠ίϯςφɺચ୕ػɺτϥΫλʔFUD͕ͩͦΕҎ্ʹܦࡁ͕ൃల͠ޏ༻͕ग़͞Εͨ"
ʮٕज़ͷਐาҰ࣌తͳ֨ࠩΛੜΉ͕কདྷతʹશͯͷܦࡁʹ͓͍ͯൟӫڞ༗͞ΕΔʯͬͯߟ͕͑ࢧ࣋͞ΕΔ
ʮٕज़ͷਐาҰ࣌తͳ֨ࠩΛੜΉ͕কདྷతʹશͯͷܦࡁʹ͓͍ͯൟӫڞ༗͞ΕΔʯͬͯߟ͕͑ࢧ࣋͞ΕΔͦͷޙϐέςΟʹ൱ఆ͞ΕΔ͚ͲͶʂ
࿑ಇஔٕज़ʹ໘ͨ͠ਓͨͪ๓͍ࢠϛγϯ͕ͳ͚Εग़དྷͳ͍ɺΑΓߴͳࣄʹҠͬͨۀ͔Βਓͷྲྀग़͕ਐΜͩͨΊਓखෆΛิ͏ͨΊʹػցԽΛਐΊͨػցԽલͷࣄʹಛԽͨ͠εΩϧͷਓ΄Ͳస৬ʹۤઓͨ͠
ୈೋ࣍࢈ۀֵ໋ʹ͓͍ͯॏۀͷൃల͕ͨΒͨ͠ͷॏۀͰͷେྔੜ࢈͕࢝·ΓंɺՈిͳͲ͕ҰൠՈఉʹීٴػցಋೖʹରͯ͠ͷಈ΄ͱΜͲى͖͍ͯͳ͍ՈిͷීٴʹΑΓՈࣄෛ୲͕ݮΓঁੑͷबۀ͕૿Ճ
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ೋͭͷ࢈ۀֵ໋ʹ͓͍ͯண͖͢ϙΠϯτ ϙδςΟϒԿͩΖ͏͔
࢈ۀֵ໋͕ى͖ΔͨΊͷཁૉͱ
࢈ۀֵ໋͕ى͖ΔͨΊͷཁૉͱෳͷٕज़͕Έ߹Θ͞Δ͜ͱͰֵ໋ى͖Δ৽ٕज़ͷՁΛҾ͖ग़ͨ͢Ίʹۀӡ༻ࣗମΛม͑Δඞཁ͕͋Δ
ৠؾػؔ ໖৫ మಓݱͱরΒ͠߹Θͤͯߟ͑ͯΈΔ֤छಈྗ Ͱͷେྔੜ࢈ ༌ૹ
AI Webಈྗ Ձ ༌ૹݱͱরΒ͠߹Θͤͯߟ͑ͯΈΔ?
AI Webಈྗ Ձ ༌ૹݱͱরΒ͠߹Θͤͯߟ͑ͯΈΔ? ࢈ۀֵ໋ͷ४උͬͯΔ͔
࢈ۀֵ໋͕ى͖ΔͨΊͷཁૉͱ৽ٕज़ͷՁΛҾ͖ग़ͨ͢Ίʹۀӡ༻ࣗମΛม͑Δඞཁ͕͋Δ
࢈ۀֵ໋͕ى͖ΔͨΊͷཁૉͱ৽ٕज़ͷՁΛҾ͖ग़ͨ͢Ίʹۀӡ༻ࣗମΛม͑Δඞཁ͕͋Δ"*Λத৺ͱͨ͠ۀӡ༻ͷมߋ͕ඞཁͬͯίτ
·ͩਅՁΛൃش͍ͯ͠ͳ͍ͷͰʁ
͜ΕҎ্ͷೣϩϘϨετϥϯ͕ൃలͨ͠ͱͯ͠ਓՁΛײ͡Δͷ͔ʁ
ೋͭͷ࢈ۀֵ໋ʹ͓͍ͯண͖͢ϙΠϯτ ωΨςΟϒԿͩΖ͏͔
࣏ͷհೖͱࣦ৬
࣏ͷհೖͱࣦ৬͍͔ʹૉΒ͍ٕ͠ज़ͩͱ࣏ͯ͠ͷհೖΛड͚ΔՄೳੑ͕͋Δࣦ৬ͨ͠߹ɺಛԽͨ͠εΩϧ͕ٲʹͳΔՄೳੑ͕͋Δ
https://jp.wsj.com/articles/SB12789854453627703722704584452052821119092https://jp.wsj.com/articles/the-disappearing-white-collar-job-5a2a9535
ੜܥ"*࿑ಇஔٕज़͔ʁ࿑ಇิٕज़͔ʁ
https://memo.tyoshida.me/others/openai-dev-day-2023-summary/https://codezine.jp/article/detail/18645
Θ͔Βͳ͘ͳͬͨ
զʑϥομΠτʹͳΔ͖ͳͷ͔ʜࣦ৬ͨ͘͠Ͷ͐
72010203Contents࢈ۀֵ໋ظʹ৽ٕज़ԿΛҾ͖ىͨ͜͠ͷ͔࢈ۀֵ໋ͱݱࡏΛൺֱ͢Δ͜ͱͰݟ͑Δͷ*5ٕज़ऀͱͯ͠ੜ͖͍ͯͨ͘Ίͷͭͷϝοηʔδ
Nulab Inc.Live in SHIMANEX @ici_miciKazushi NAKAMICHIProject Management
373023 Ԭࢁब৬ స৬ ແ৬ ब৬ब৬ౡɹब৬ɹԬࢁɹసۈౡɹసۈౡࠜɹస৬ˍҠॅɹແ৬ ब৬ ແ৬salesperson↔︎ɹ _ɹQSPHSBNNFS*OGSBTUSVDUVSF1- 1K.ˣ
373023 Ԭࢁब৬ స৬ ແ৬ ब৬ब৬ౡɹब৬ɹԬࢁɹసۈౡɹసۈౡࠜɹస৬ˍҠॅɹແ৬ ब৬ ແ৬salesperson↔︎ɹ _ɹQSPHSBNNFS*OGSBTUSVDUVSF1- 1K.ˣITίϛϡχςΟʹࢀՃ࢝͠ΊΔࢠ͕ੜ·ΕΔ
Love ށࡔͷΩϟϕπͷ͓Έম͖Anger ͓Έম͖ͷϐβΓX @ici_miciKazushi NAKAMICHI
MessageՁΛͣΒ͢ࢥ͍ු͔ͯΒ͏ਓͰ͋Γଓ͚ΔࣗͰܾΊͯࣗͰΔ
ՁΛͣΒ͢
৫Ͱ࣮ફ͍ͯ͠Δਓগͳ͍ ଟ͍ଟ͍ͨΒ͢ͱࢥΘΕΔՁझຯ μϝͳश׳νϟϨϯδϟʔ ચ࿅͞Εͨۀ
৫Ͱ࣮ફ͍ͯ͠Δਓগͳ͍ ଟ͍ଟ͍ͨΒ͢ͱࢥΘΕΔՁझຯ μϝͳश׳νϟϨϯδϟʔ ચ࿅͞Εͨۀ͜ͷลΓΛૂ͖ͬͯͨ
·͋ɺ͍͍ͨͯͷ߹૬खʹ͞Εͳ͍͚ͲͳΜ͔ຊʹ࣌ʑ͍͍͜ͱ͕ى͖Δ
ൃ໌ඞཁͷͰ͋Δधཁ͕͋Δ͔Βൃ໌͕͋ΔͷͰͳ͘ɺۮવ࡞ΒΕͨൃ໌ͷத͔Β࣌ͷधཁʹԊͬͨͷ͕࠾༻͞ΕΔ
৫Ͱ࣮ફ͍ͯ͠Δਓগͳ͍ ଟ͍ଟ͍ͨΒ͢ͱࢥΘΕΔՁझຯ μϝͳश׳νϟϨϯδϟʔ ચ࿅͞Εͨۀࡉ͔͍͜ͱߟ͑ͣʹɺ͖ͳ͜ͱΛΕ͍͍Α
ࢥ͍ු͔ͯΒ͏ਓͰ͋Γଓ͚Δ
DNALibido݀ډਓͷݪཧϖϯϑΟʔϧυͷϗϜϯΫϧε
ਓؒͬͯͷ͘͢͝ݪ࢝తͳຊೳʹࢧ͞ΕͯΔͱࢥ͏
"*ͷྗʹΑٕͬͯज़ͷ֨ࠩݮΔࢲͨͪͷεΩϧ͋·ΓҙຯΛ࣋ͨͳ͍ͷʹͳΔΑ͏ͳؾ͕͢Δϓϩάϥϛϯά͕Ͱ͖Δͱ͔ɺ֎ࠃޠΛͤΔͱ͔Ձ͕ݮ͍ͬͯ͘ͱࢥ͏
"*৬Λୣ͏͔͠Εͳ͍͚Ͳࠓͷͱ͜ΖΛಠͨ͠Γ͠ͳ͍ਓʹΔਓʹର͕Δ
͖ͬͱɺ͋ͷਓͱҰॹʹಇ͖͍ͨͳ͊ͬͯݴͬͯΒ͑Δ͜ͱͷՁ͕ߴ·Δ
ϒϦϦΞϯτδϟʔΫμϝࡾຊͷݘ֎
ֶͼଓ͚ΔਓֶͼܦݧΛपΓʹ͑Δਓ
͑Δ͜ͱͷେ͞
Our MisionULTIMATE POWERPOINT PRESENTATION୭͔͕͋ͳͨΛݟ͍ͯͯ͘ΕΔ
ࣗͰܾΊͯࣗͰΔ
্࢘ͷࢦࣔɺ༑ୡͷ༠͍ͳͲͰͳ͘ɺଞͷ୭Ͱͳࣗ͘ͰܾΊΔ
ҰਓͰΔͨͬͨҰਓͰ࢝ΊΔ
ੈͷதʹʮ͏·͘Δํ๏ʯΛڭ͑ͯ͘ΕΔͷࢁͷΑ͏ʹ͋Δ͚ͩͲɺʮΔʯ࣮ࡍʹߦಈ͢Δํ๏ͬͯͷ୭ڭ͑ͯ͘Εͳ͍
l͍ͭͩͬͯ࢝ΊΔͷ͔ࣗΒͩɻͰɺ͍ͭ·ͰͻͱΓͰͳ͍ɻz
ྗΛಘΔ͜ͱͰΤϯδχΞࣗ༝ʹͳΕΔͱͯૉΒ͍͠৬ۀͩΑ
104#FGSFF
Thank youX @ici_mici