ChatGPTエキスパートへの道（第1回Pabotパートナーシップセミナー資料）

Class { 4LZ(SJEגࣜձࣾTXJGU $SFBUFECZ୅දऔక໾"*ΤϯδχΞࢁຊ༸༎PO 1"#PUύʔτφʔγοϓηϛφʔ $IBU(15ΤΩεύʔτ΁ͷಓ

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= 4 ձࣾ঺հ w ໊ࣾɹ4LZ(SJEגࣜձࣾʢӳࣈ4LZ(SJE *ODʣ w ࢿຊۚɹઍສԁ w ॴࡏ஍ɹେࡕ෎େࡕࢢ௽ݟ۠ w ઃཱɹ೥݄ w ࣾһ਺ɹ໊ w ࣄۀ಺༰ w εϚϗΞϓϦɾࣾ಺γεςϜͷ։ൃ w "*γεςϜ։ൃ

= 6 ୅දऔక໾"*ΤϯδχΞɹࢁຊ༸༎ w ؔ੢ֶӃେӃଔɹത࢜ʢ޻ֶʣɺσϧϑτ޻Պେֶɹಛผݚڀһɺؔ੢େֶɹߨࢣ w εύίϯΛ࢖ͬͨܭࢉػࡐྉֶɺ਺஋ܭࢉ͕ઐ໳ɻ w ΤϯδχΞεΩϧ w 1ZUIPO 3VCZPO3BJMT 4XJGU '0353"/ &NBDT -JOVY (SJE &OHJOF "84 ͘ͷฏ໘೾Λඞཁͱ͠ɼ࣮༻తͰ͸ͳ͍ɽͦ͜Ͱɼͦͷฏ໘೾ͷ૿େΛ཈੍͢ ͨΊʹౚ݁֩ۙࣅʢfrozen core approximationʣΛ༻͍Δɽౚ݁֩ۙࣅͱ͸ɼ಺ ిࢠ͸෺ੑʹେ͖ͳӨڹΛ༩͑ͳ͍ͱ͍͏લఏͷ΋ͱɼFig. 2.1 ʹࣔͨ͠Α͏ʹ ࢠ֩ۙ๣ͷઅʢnodeʣΛ࣋ͭ೾ಈؔ਺Λɼ׈Β͔ͳٖ೾ಈؔ਺ʹۙࣅ͢Δख๏ ͋Δ 1)ɽ͜ΕʹΑͬͯฏ໘೾ͷ૿େΛ཈੍͢Δɽ͜͜Ͱશిࢠ๏Ͱͷ೾ಈؔ਺Λ ೾ಈؔ਺ʹΑͬͯҎԼͷΑ͏ʹද͢͜ͱ͕ग़དྷΔɽ |Ψn ⟩ = | ˜ Ψn ⟩ + i (|φi ⟩ − | ˜ φi ⟩) ⟨ ˜ pi | ˜ Ψi ⟩ ( ͜͜Ͱ Ψn ͸શిࢠʹ͓͚Δ೾ಈؔ਺ɼ ˜ Ψn ͸ͦΕʹର͢Δٖ೾ಈؔ਺Λࣔ͢ɽ· φi ͸શిࢠʹ͓͚Δ෦෼೾ɼ ˜ φi ͸ٖ೾ಈؔ਺ʹ͓͚Δ෦෼೾Λࣔ͢ɽશిࢠͷ ಈؔ਺ͱͦΕʹରԠ͢Δٖ೾ಈؔ਺ͱͷࠩΛӈลͷୈ 2 ߲ʹԡ͠ࠐΜͰ͍Δɽ ͷٖ೾ಈؔ਺ʹ͓͚Δ෦෼೾͸಺֪ɼ֎֪ͷڥքΛࣔ͢ rl c ΑΓ֎֪ଆͰ͸ɼશ ࢠʹ͓͚Δ෦෼೾ φi ͱ౳͍͠ɽͳ͓͜ͷ rl c ͸௨ৗɼୈҰۙ઀ڑ཭ͷ൒෼Λ࠾༻ ΔɽΠϯσοΫε i ͸ɼݪࢠαΠτ RɼํҐྔࢠ਺ L = l, mɼͦͯ͠ࢀরΤωϧΪ ϵkl ͷ k Λࢀর͢Δ෇Ճతͳࣔ਺͢΂ͯΛؚΊͯলུͨ͠දهͰ͋Δɽ ˜ pi ͸௚ަ ؔ਺Ͱ͋Γɼ ⟨ ˜ pi | ˜ φi ⟩ = δij ( Λຬͨ͢ɽ(2.1) ࣜΛల։͢Δͱ |Ψn ⟩ = | ˜ Ψn ⟩ − i | ˜ φi ⟩ ⟨ ˜ pn | ˜ ψn ⟩ + i | ˜ φi ⟩ ⟨ ˜ pn | ˜ ψn ⟩ ( 10 ࢠʹ͓͚Δ෦෼೾ φi ͱ౳͍͠ɽͳ͓͜ͷ r c ͸௨ৗɼୈҰۙ઀ڑ཭ͷ൒෼ ΔɽΠϯσοΫε i ͸ɼݪࢠαΠτ RɼํҐྔࢠ਺ L = l, mɼͦͯ͠ࢀরΤ ϵkl ͷ k Λࢀর͢Δ෇Ճతͳࣔ਺͢΂ͯΛؚΊͯলུͨ͠දهͰ͋Δɽ ˜ pi ؔ਺Ͱ͋Γɼ ⟨ ˜ pi | ˜ φi ⟩ = δij Λຬͨ͢ɽ(2.1) ࣜΛల։͢Δͱ |Ψn ⟩ = | ˜ Ψn ⟩ − i | ˜ φi ⟩ ⟨ ˜ pn | ˜ ψn ⟩ + i | ˜ φi ⟩ ⟨ ˜ pn | ˜ ψn ⟩ 10 1"8 1SPKFDUPS"VHNFOUFE8BWF ๏

1"#PU 1FSTPOBM "HFOU #PU

= 9 ΞΠϥϯυ w ϢΞϯɾϚΫϨΨʔɺεΧʔϨοτɾϤϋϯιϯɺ ϚΠέϧɾϕΠ ؂ಜ ɹ೥ w όουϘʔΠζɺΞϧϚήυϯɺτϥϯεϑΥʔ ϚʔɺBOEFUD w ෣୆͸ۙະདྷ w ΫϩʔϯͰ਎ମͷܽଛ෦෼Λิ͏ࣾձɻ w Ϋϩʔϯ͸݈߁Ͱ͋Δඞཁ͕͋ΔͨΊɺ"*ʹΑͬ ͯੜ׆Λ؅ཧɾαϙʔτ͞ΕΔɻ w ৯ࣄࢦࣔɺεέδϡʔϧ؅ཧɺλεΫ؅ཧ ‣ύʔιφϧΤʔδΣϯτ

࢓ࣄ εέδϡʔϧ λεΫ ձٞ Ҡಈ ϓϥΠϕʔτ Ո଒Πϕϯτ ϫʔΫΞ΢τ ࢠͲ΋ͱͷ࣌ؒ ͦͷଞ
өը قઅ Πϕϯτ ৯ࣄ ৭ʑఏҊ

= 12 ๻ͳΒ w ຖேࠓ೔ͷεέδϡʔϧ֬ೝ΍࣍ͳΔߦಈͷఏҊ w िؒͷεέδϡʔϧΛؑΈͯɺλεΫ੔ཧͱ࣌ؒ֬อ w ϔϧεέΞ৘ใͱ࢓ࣄεέδϡʔϧ͔Βɺब৸࣌ؒ΍৯ࣄ಺༰ͳͲΛఏҊ w ࢠͲ΋ͱ༡Ϳ͓͢͢Ίͷ৔ॴͱ࣌ؒΛఏҊ

๻͕ͨͪ࡞Ζ͏ͱ͍ͯ͠ΔະདྷͰ͢

ڞʹͭͷܦࡁݍΛ࡞Δʂ ͱࢥͬͯ௖͖͍ͨ

= 16 ܦࡁݍ͕ੜ·ΕɺϓϥοτϑΥʔϜԽ͠·͢ w 4LZ(SJE͸1"#PUΛൽ੾Γʹɺઌਐతͳػೳ௥ՃɺͳΒͼʹ෇ਵαʔϏε ΛϦϦʔε͠·͢ɻ w 1"#PUΛ͝ར༻௖͚Δͱɺੜ੒ͨ͠CPUΛ׆༻ͨ͠γεςϜ։ൃͷ૬ஊ͕ඞ ͣੜ·Ε·͢ɻ w FH ҩྍ༻ॻྨࣗಈੜ੒γεςϜ

ҩྍ༻ॻྨࣗಈ ੜ੒γεςϜ ίʔϧηϯλʔ ࣗಈԠ౴γεςϜ ਓࣄ໘઀αϙʔτ γεςϜ ৽ೖࣾһڭҭ γεςϜ ఏҊॻ࡞੒αϙʔτ γεςϜ
ॻྨࣗಈߍਖ਼ γεςϜ

ຊ೔͸ ΑΖ͓͘͠ئ͍͠·͢!

Class 4LZ(SJEגࣜձࣾ $SFBUFECZਗ਼ਫྒ 1"#PUσϞ࣮ࡍʹCPU࡞ͬͯΈͨ

override func ίʔϧηϯλʔಋೖഎܠ

= 3 ίʔϧηϯλʔͷϝʔϧରԠࣗಈԽʹ޲͚ͯ ϝʔϧରԠͷ՝୊ ͓٬༷͔Βͷ঎඼໰͍߹Θ͕͔ͤͳΓͷ਺͋Δ ຖ೔ਓ͕͖͖ͭͬΓͰରԠ͢Δ͘Β͍ͷ਺ ϝʔϧʹରͯ͠෼͔Β෼͘Β͍ཁ͢Δ 1"#PUͰ෼Ҏ಺ͷରԠ͕ՄೳʹͳΓͦ͏

= 4 ಋೖͨ݁͠Ռ ಋೖޙͷ੒Ռ ϕʔλ൛ͷಋೖͰϝʔϧରԠ͕෼ˠ෼ʹ આ໌ॻͷத਎ΛΘ͟Θ͟୳͞ͳͯ͘ྑ͘ͳͬͨ ۀ຿ʹ༨༟͕ग़ͨ෼ɺ௥ՃͷҊ݅ରԠ ച্޲্ ετϨεܰݮ ·ͩۀ຿࣌ؒͷվળ༨஍͋Γ

override func ࣮ࡍʹCPUΛ࡞੒ͯ͠ΈΑ͏

= 6 ࣮ࡍʹCPU͕࡞ΒΕΔ·Ͱ ࣮ࡍʹ2"CPUΛ࡞੒ͯ͠ΈΑ͏

= 7 ਫ਼౓͕େࣄʁ؆୯ʹͰ͖Δ͜ͱ͕େࣄʁ 1"#PU͸ͲͪΒ΋େࣄʹ͠·͢ ϓϩϯϓτઃఆػೳ঺հ   d౵Ҫ 8FCΫϩʔϦϯάʹΑΔࣗಈֶशػೳ   dాத

$MBTT 4LZ(SJEגࣜձࣾ $SFBUFECZ4IV:BNBNPUPPO ୅ཧళ༷޲͚ϓϥϯઆ໌

$PQZSJHIU4LZ(SJE*OD"MM3JHIUT3FTFSWFE WBSUJUMF 1"#PUͷαʔϏεϓϥϯ ηϧϑϓϥϯ αϙʔτϓϥϯ ίϯαϧϓϥϯ ֹ݄අ༻ = ݄
= ݄ = ݄ νϟοτػೳ ⚪︎ ⚪︎ ⚪︎ ϑΟʔυόοΫରԠ ⚪︎ ⚪︎ ⚪︎ 1"#PUֶशαϙʔτ ʔ ⚪︎ ⚪︎ νϟοτ͓໰͍߹Θͤ ʔ ⚪︎ ⚪︎ ର໘αϙʔτ ʔ ʔ ⚪︎ ίϯαϧςΟϯά ʔ ʔ ⚪︎ ద͍ͯ͠ΔϢʔβʔ *5ϕϯμʔ γεςϜ୲౰ऀΛ ๊͓͑ͷձࣾ "*ಋೖΛݕ౼͍ͯ͠Δձࣾ

$PQZSJHIU4LZ(SJE*OD"MM3JHIUT3FTFSWFE WBSUJUMF ίϯαϧϓϥϯ͕ചΓ΍͍͢ʂʁ ίϯαϧϓϥϯ͕ ѹ౗తʹചΓ΍͍͢ ݁࿦͔Βઌʹਃ͠·͢ͱɾɾɾ

$PQZSJHIU4LZ(SJE*OD"MM3JHIUT3FTFSWFE WBSUJUMF ϲ݄ͰϖΠͰ͖Δ ࣄ຿࡞ۀһɿ݄ສ 1"#PUίϯαϧϓϥϯɿ݄ສ ϲ݄ͰϖΠͰ͖Δʂ

$PQZSJHIU4LZ(SJE*OD"MM3JHIUT3FTFSWFE WBSUJUMF "*ͷઐ໳Ո͕ίϯαϧͯ͘͠ΕΔϝϦοτ ۀքͷτοϓͷ஌͕݄ࣝສԁ͍ͬͯ҆ʁߴ͍ʁ

$PQZSJHIU4LZ(SJE*OD"MM3JHIUT3FTFSWFE WBSUJUMF ୅ཧళ༷ͷϝϦοτ ֤ϓϥϯ݅͋ͨΓͷֹۚٴͼ୅ཧళ༷΁ͷใु͸ҎԼͷ௨Γ 1"#PUಋೖͰݦࡏԽͨ͠γεςϜ։ൃҊ݅ 4LZ(SJEʹ૬ஊ0, ηϧϑϓϥϯ αϙʔτϓϥϯ ίϯαϧϓϥϯ
ใु = ݄ = ݄ = ݄ ৽نҊ݅੒ཱͰใु61 ➕

$PQZSJHIU4LZ(SJE*OD"MM3JHIUT3FTFSWFE WBSUJUMF ۩ମతΠϝʔδ ఏҊΠϝʔδ͖ͭ·͢Ͱ͠ΐ͏͔ʁ

$PQZSJHIU4LZ(SJE*OD"MM3JHIUT3FTFSWFE WBSUJUMF λʔήοτ օ༷ͷपΓʹ͜Μͳձࣾ͸͋Γ·͔͢ʁ ޿ࠂ୅ཧళ ࢜ۀ ίʔϧηϯλʔ

$PQZSJHIU4LZ(SJE*OD"MM3JHIUT3FTFSWFE WBSUJUMF ୅ཧళ༷΁͓఻͍͑ͨ͜͠ͱ 4LZ(SJEʹίϯαϧΛશৼΓͰ͖Δ ίϯαϧϓϥϯΛղ໿ޙ΋ ηϧϑϓϥϯܧଓʹΑΓใुΛ֫ಘ Ӧۀઌͷෆ҆఺΋αϙʔτ

͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠ʂ

̍̑෼ؒɹٳܜ

Class 4LZ(SJEגࣜձࣾUTY $SFBUFECZ౵Ҫ෩լPO ӦۀϚϯͰ΋࢖͑Δϓϩϯϓτߨ࠲

= 2 ຊ೔ͷηΫγϣϯ ϓϩϯϓτͱ͸ʁ ྑ͍ϓϩϯϓτͷॻ͖ํ #PUͷΧελϚΠζํ๏

override func ϓϩϯϓτͱ͸ʁ

= 4 ϓϩϯϓτͱ͸ʁ "*ʹૹΔࢦࣔͷ͜ͱʂ

= 5 ϓϩϯϓτͱ͸ʁ ϓϩϯϓτͷྫ

override func ྑ͍ϓϩϯϓτͷॻ͖ํ

= 7 ϓϩϯϓτΛߟ͑ͯΈΑ͏ʂ zϓϨθϯτͰଃΔ͓͢͢ΊͷՖzΛ ڭ͑ͯ΋Β͏ࢦࣔΛߟ͑ͯΈΑ͏ʂ

= 8 ྑ͍ϓϩϯϓτͷॻ͖ํ w໌֬ʹࢦࣔΛग़͢ wલఏ஌ࣝΛՃ͑Δ w"*͕ཧղ͠΍͍͢දݱ΍ݴ༿Λ࢖͏ w௚઀తͳදݱΛ࢖͏

override func #PUͷΧελϚΠζͷํ๏

= 10 #PUͷΧελϚΠζͷํ๏ #PUͷΧελϚΠζͱ͸ʁ

= 11 #PUͷΧελϚΠζͷํ๏ wϧʔϧΛ௥Ճ͍ͨ࣌͠ w#PUʹৼΔ෣ͬͯ΄͍͠໾ׂ͕͋Δ wग़ྗ಺༰Λࢦఆ͍ͨ͠

= 12 #PUͷΧελϚΠζͷํ๏ ໨త ϧʔϧ 6TFS͔Βͷ࣭໰ ·ͱΊ

͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠

Class { 4LZ(SJEגࣜձࣾQZ $SFBUFECZాதᠳഅPO 1"#PU8FCαΠτֶशػೳ

Class { ˞ࠓޙ࣮૷༧ఆͷػೳͰ͢

= 3 ໨࣍ wഎܠd$IBU(15ͷਐԽͱݶքd w1"#PUͷ8FCεΫϨΠϐϯάֶशػೳ wػೳͷ஫ҙ఺

Class { എܠd$IBU(15ͷਐԽͱݶքd

= 5 $IBU(15ര஀ "*͕ର࿩ܗࣜͰ࣭໰ʹճ౴Ͱ͖ΔΑ͏ʹ ϝʔϧจষ࡞੒ จষͷཁ໿ ௐ΂ֶशɼ૬ஊ

= 6 ૉͷ$IBU(15ͷ՝୊ ࠷৽৘ใΛ஌Βͳ͍ ઐ໳৘ใΛ஌Βͳ͍

= 8 ࠷৽৘ใΛ஌Βͳ͍ $IBU(15ͷهԱ͸೥݄Ͱࢭ·ͬͯΔ 2022೥1݄ ౴͑ΒΕΔ ౴͑ΒΕͳ͍ ࠓ೔

= 9 ࠷৽৘ใΛ஌Βͳ͍ ೥ͿΓͷࡕਆ༏উΛ஌Βͳ͍ʜ

= 11 ઐ໳৘ใΛ஌Βͳ͍ ઐ໳஌ࣝ΍ϚΠφʔͳ͜ͱ͸ֶशͯ͠ͳ͍

= 13 $IBU(15ͷਐԽ 8FCݕࡧ͠ɼ஌ࣝΛิ׬

= 14 8FCݕࡧػೳͷݶք 8FCݕࡧͨ͠஌ࣝ͸ͦͷϢʔβʔ͚ͩͷ΋ͷ ଞͷϢʔβʔͰಉ࣭͡໰Λ͢Δͱʜ

= 15 ϘοτԽʹ޲͚ͯ ֫ಘͨ͠஌ࣝ͸શϢʔβʔʹ൓ө͍ͨ͠ 8FCݕࡧͨ͠஌ࣝ͸ͦͷϢʔβʔ͚ͩͷ΋ͷ

Class { 1"#PUͷ8FCαΠτֶशػೳ

= 17 ͻͱ͜ͱ αΠτ಺ͷશϖʔδΛهԱͰ͖·͢

= 18 ͜ͷֶशػೳͰ࡞ΕΔ΋ͷᶃ &$αΠτͷ໰͍߹ΘͤνϟοτϘοτ ঎඼"ͷϨϏϡʔΛཁ໿͍ͯͩ͘͠͞ ঎඼"ͷϨϏϡʔ͸⭐Ͱ͢ɽ ʮ࢖͍΍͍͢ʯʮίεύ͕ྑ͍ʯͳͲͷ ҙݟ͕͋ΔҰํͰɼʮյΕ΍͍͢ʯͳͲ ͷ൱ఆతͳҙݟ΋͋Γ·͢ɽ

= 19 ͜ͷֶशػೳͰ࡞ΕΔ΋ͷᶄ اۀͷ໰͍߹ΘͤνϟοτϘοτ وࣾͷ7JTJPO .JTTJPO 7BMVFΛ ڭ͍͑ͯͩ͘͞ ฐࣾ͸ҎԼͷ7JTJPO .JTTJPO 7BMVFΛܝ͍͛ͯ·͢ɽ ɾ7JTJPOʮ೔ຊҰ૬ஊ͞ΕΔνʔϜʹͳΔʯ ɾ.JTTJPOʮ୭Ͱ΋࢖͑Δύʔιφϧ*5Λಧ͚Δʯ ɾ7BMVF ɾʜ

= 20 ࢖͏ٕज़ ΫϩʔϦϯά εΫϨΠϐϯά

= 21 ٕज़ᶃΫϩʔϦϯά ϩϘοτ͕ϒϥ΢β্ͰϘλϯ΍ϦϯΫΛ ΫϦοΫͯ͠ϖʔδભҠΛ͢Δ ˠ8FCϖʔδΛऔಘ͢Δ࡞ۀ ཁ͢Δʹ ϩϘοτͷωοταʔϑΟϯ

= 22 ٕज़ᶄεΫϨΠϐϯά 8FCϖʔδ͔Βཉ͍͠৘ใΛநग़͢Δ࡞ۀ 1"#PU

= 23 ࢖͏ٕज़ ΫϩʔϦϯά εΫϨΠϐϯά XFCϖʔδΛऔಘ͢Δ࡞ۀ XFCϖʔδ͔Βཉ͍͠৘ใΛऔಘ͢Δ࡞ۀ

= 24 8FCϖʔδΛֶश͢ΔྲྀΕ αΠτ಺ͷϖʔδΛશͯऔಘ͠อଘ IUUQTTLZHSJEDPKQ Ϙοτ؅ཧऀ 1"#PUγεςϜ ᶃ63-Λೖྗ σʔλϕʔε ᶅอଘ ϒϥ΢β Πϯλʔωοτ ᶄΫϩʔϦϯά ɹɹεΫϨΠϐϯά

= 25 Ϙοτ͕࣭໰ʹճ౴͢ΔྲྀΕ Ϣʔβʔ σʔλϕʔε 🤖 Ϙοτ $IBU(15 ᶃ࣭໰ ᶄ࣭໰ʹؔ࿈͢ΔϖʔδΛऔಘ ᶅϓϩϯϓτೖྗ ᶆճ౴ 2 2 "

Class { ஌ࣝΛͲ͏৽͘͠อ͔ͭ

= 27 8FCϖʔδͷ಺༰͸ߋ৽͞Ε͏Δ σʔλϕʔε 8FCϖʔδ 8FCϖʔδ͕ߋ৽͞Εͯ΋ɼσʔλϕʔε͸ࣗಈߋ৽͞Εͳ͍

= 28 ରࡦఆظతʹֶͼ௚͢ ҰఆִؒͰϘοτͷ஌ࣝΛࣗಈΞοϓσʔτ 1"#PU σʔλϕʔε ᶄอଘ ϒϥ΢β Πϯλʔωοτ ᶃΫϩʔϦϯά ɹɹεΫϨΠϐϯά

Class { 8FCαΠτֶशػೳͷ஫ҙ఺

= 30 ஫ҙ఺ᶃ ΫϩʔϦϯάͰऔಘͰ͖ΔϖʔδͷΈอଘՄೳ w ϖʔδભҠʹΑΓ౸ୡͰ͖ͳ͍ϖʔδ͸อଘͰ͖ͳ͍ ౸ୡͰ͖ͳ͍ϖʔδ͸ ৽͍͠63-ͱֶͯ͠शͤ͞Δඞཁ͕͋Δ

= 31 ஫ҙ఺ᶄ ఆظߋ৽͞Εͯ΋ৗʹ࠷৽ͱ͸ݶΒͳ͍ ଈ࠲ʹ࠷৽ʹ͍ͨ͠৔߹͸ɼखಈͰߋ৽͢Δඞཁ͋Γ

= 32 ஫ҙ఺·ͱΊ ΫϩʔϦϯάͰऔಘͰ͖Δ৘ใͷΈอଘՄೳ ఆظߋ৽͞Εͯ΋ৗʹ࠷৽ͱ͸ݶΒͳ͍ w ϒϥ΢β্Ͱ౸ୡͰ͖ͳ͍ϖʔδ͸อଘͰ͖ͳ͍ w ͦͷ৔߹ɼ৽͍͠63-ͱֶͯ͠शͤ͞Δඞཁ͕͋Δ w ࠷৽ʹ͍ͨ͠৔߹͸ɼखಈͰߋ৽͢Δඞཁ͋Γ

Class { ָ͓͠Έʹʂ

ChatGPTエキスパートへの道（第1回Pabotパートナーシップセミナー資料）

ChatGPTエキスパートへの道（第1回Pabotパートナーシップセミナー資料）

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