f[^͂ChatGPT̋@\iCode Interpreterjłł邩A݂yԊOҁzFAIEf[^TCGX - IT

f[^͂ChatGPT̋@\iCode Interpreterjłł邩A݂yԊOҁzFAIEf[^TCGX

ChatGPT́uxf[^́v@\f[^TCGXςH@flłȒPɃf[^͂ł悤ɂȂ̂H@M҂ۂɒ킵ǍɊÂzƓ@͂܂BAڂ̗Ƃ͊֌WȂԊO҂łB

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@ǂꂩ̎Af[^͂ChatGPTɁg肢hΒNłłႤˁHI@u͂̊bmwсA̓XLgɕtvȂă_____cc


@ȂӂɎvĂlȂȂ̂ł͂Ȃł傤BChatGPTɁuCode InterpreterviŁÁ݂uxf[^́FAdvanced Data AnalysisvƉjƂ@\oꂵ2023N7Af[^TCGeBXgłuChatGPTIɍsf[^͂zȏ̎͂vƋÂ܂܍xȃf[^͂܂ł剻āuf[^TCGeBXg̎dD邩vƊ@_̒ɂ͂܂B

}1@ChatGPT́uxf[^́v@\̗LiLPlus[U[płj }1@ChatGPT́uxf[^́v@\̗LiLPlus[U[płj
2023N125_ł́AGPT-4̊{@\ƂĒ񋟂ĂB܂ŎM_ł̘bB@\e͍XƕςĂ̂ŁAӂĂقB

@ۂɂǂȂ̂H@ႦΑ2ƓƂAChatGPTȂ``bƑfSłłĂ܂̂H@M҂Ă݂̂ŁA̓eAM҂vzAӌĂƎv܂B͘AڂƂ͒ڊ֌WȂyԊOҁzƂARIȓǂݕƂĎQlɂĂ΍KłB

@_猾ƁAmɍxȃf[^͂Ŏ{ł܂BłAM҂̏ꍇAxǂɂԂ‚܂B邽߂ɂu͂f[^͂̊bmƎHXL߂vƌ_t܂Bł͂ǂ̂悤ȕǂɂԂ‚̂H@Ƃ̂A{e̖ʔ|CgƎv܂̂ŁAЍŌ܂œǂłƂꂵłB

@ȂAƂChatGPTŎ邩܂B̍ۂ̉Ƃ́AM҂̌eƈقȂꍇ邱ƂB

1. ChatGPTɁuf[^́vĂ炨

https://chat.openai.com/JāAuChatGPT 4viGPT-4jI܂iOf̐}1jBꂾŁuxf[^́vIɎg悤ɂȂ܂B

`ƖڕWݒ

@̂ŁAf[^͂ChatGPTɂ肢Ă݂܂傤BM҂2̋LeQlɁAL̃vvgieLXgj͂܂B

vvg1

܂ÔŁA肠b𕷂ɂĂBȂÁuxf[^́v@\gpďsĂقłB
uCႢƃACXN[]Ă܂ACƔ؂ꂪȂāArWlX̋@𓦂ĂvƂ̐Ɖ肵܂B̖邽߂ɁAL2‚̖ڕWݒ肵܂B

  1. ˋ̃ACXN[̔グf[^i100jgāACACXN[̔グɂǂ̂炢ê𒲂ׂ
  2. ̓̋CƗjAACXN[̔グi101ځj\BɂāAuACXN[ǂꂾpӂׂvOɔcł悤ɂ

@Ɛ}2̂悤ɏo͂܂B

}2@vvg1ɑ΂ChatGPT̉ }2@vvg1ɑ΂ChatGPT̉

f[^͂̎菇

@}2̉́A2́ũf[^̗͂vŎeƂقړłB

  • Xebv1F uf[^̎WƏv́A2Lł́uf[^WvƁuf[^𐮗^ϊF {Iȃf[^vƂ2‚̎菇łB
  • Xebv2F uTIf[^́iEDAFExplanatory Data AnalysisjvƂpɂ‚ẮA{Aڂł͐Ă܂łBEDAƂ́AȂ@BwKf̂ł͂ȂAOɃf[^̓eOtɂĉŽȂǂāA̓炩ߔcĂƂłB2Lł́uf[^Ž: Ot쐬vƂ菇Ŏ{܂B
  • Xebv3F u֕́v́A֌WZoȂǂăf[^𕪐͂l@邱ƂłB2Lł́uf[^̓cF vʂ̊mFvƂ菇łB
  • Xebv4F uf̍\zƕ]v́AA͂Ȃǂ̋@BwKf쐬A̐\]邱ƂłB2Lł́uf[^琔liႦΔzj\F ÁvƂ菇ɊY܂B
  • Xebv5F u\ƈӎvv́Aۂɋ@BwKfŗ\A炩̈ӎvɖ𗧂Ă邱ƂłB2Lł́AقǂƓuf[^琔l\vƁuꂽmrWlXɐF ӎvvƂ2‚̎菇ɂ܂ełB

@f[^͂̃vZX́ANlĂȂ܂ˁB̂܂ܐi߂ĖȂł傤B


^AIm

@bIȔfɂ́A{AڂŊw񂾊bmLpłˁB


2. ςȂ玸s̘Auf[^Abv[hv

@قǂChatGPT̉i}2jł́AŌɁuˋ̃f[^𐶐܂傤HvƕĂ܂Bf[^͑2ŎĝƓɂ̂ŁAMҁi[U[jAbv[h邱Ƃɂ܂傤B

f[^̏if[^t@C̃Abv[hj

@f[^̃Abv[h͊ȒPłB2̋LTvt@Cianalytic_ai.xlsxt@Cj_E[hAhbOhbvChatGPTɃAbv[h邾BAbv[h̃vvĝ͎悤ɏ܂B

vvg2

ˋ̃f[^Zbg͂gĂB
܂̓f[^͗pɃf[^̐ϊsłB
̑OƂĈُl⌇lĂB
܂AJeS[l͉A͂Ȃǂ₷lf[^ɕϊĂB
e@̓f[^ăxXgȂ̂IɑIĂB
肠O܂łōƂ͎~߂ĂB


@łȂƐiޑz肾̂łAʂ͐}3̒ʂ̃G[I

}3@vvg2ɑ΂ChatGPT̉ }3@vvg2ɑ΂ChatGPT̉

@ȂpɂȂĂ܂AuAbv[hꂽt@Cւ̃ANZXvɉ炩̃G[悤łBIɂxAsāAłG[ɂȂĂ܂BŌɁAuO̕@KChvƂĂi߂鋖‚߂Ă܂B

sFAbv[hɔG[̌

@Ảeł́uȂG[ɂȂvƂS܂BM҂͂ŌT낤Ƃ܂BChatGPT́uxf[^́v@\́APythonR[hĎsdg݂łBeLXg̍Ōɂ[>_]iView analysisjƂNNbNƁAPythonR[h܂B}4́A2ڂ̎sG[PythonR[h̓ełB

}4@ChatGPT́uxf[^́v@\PythonR[h\ }4@ChatGPT́uxf[^́v@\PythonR[h\
PythonpandasCu[ŁAExcelt@Cianalytic_ai.xlsxjǂݍł܂BɁAɓǂݍ񂾂ǂ𔻕ʂȀꍇ͂̃f[^̐擪5s\As̏ꍇ̓G[\鏈ɂȂĂ܂B


łAIm

@]kłAvO~Oó̕AˑRPythonR[hŏłl邩܂BChatGPT́uxf[^́v@\gȂɂ́APythonR[hǂ߂郌x̊bvO~OXL͕K{ɂȂ܂BłȂƁÂ悤ɃG[Ƃ₨Ȍʂo͂ꂽƂɁATꂸɎl܂ɂȂ邩łB

@ITDeep InsidertH[ł́uAIEf[^TCGX̊wтvƂLb`Rs[ŁAPythonf[^͂̊bmƎHXLXebvEoCEXebvŊbςݏグ邽߂̃RecpӒłBς݂wPythonxƁAAړWJwPythonf[^x̏œǂނƂ߂܂B


@2ڂ̎sG[ɂȂĂ̂ɁÃG[̓e͉Ɋ܂܂Ă܂Bł̓G[łȂłBƂƂŁAM҂̈ꓬn܂܂BƂAf[^͂n߂ÔԋJ܂B

sFɌs

@ŏɋCt̂AExcelt@Cɂ̓[NV[gÃ[NV[gvvgŎwĂ܂łBuꂪvƓtAēxvvg܂At@CANZX̃G[B

@łG[pꂾ̂ŁAŁuG[bZ[W{ł肢܂Bvƃvvg܂B

@ɁuG[eo͂ĂBȂ̂fł܂BvƃvvgƂAut@C̓ǂݍ݂ɊւăG[Ă܂BG[̋̓IȓéAIȗO (`AceInternalException`) Ƃĕ񍐂ĂA͈ʓIɂ̓VXe̓IȖĂ܂BvƂ܂BŁuChatGPT AceInternalExceptionvƂL[[hGoogleƂAl̃G[̕‚AChatGPTL̖肾ƕ܂i2023N125_jB͏CƎv܂Â܂܂ł͎l܂łB

@ŁAExcelt@Ci̓Iɂanalytic_ai.xlsxt@Ćmf[^n[NV[gjAeLXgCSViJ}؂j`̃t@CiUTF-8GR[hj̃f[^ɕύXĂ݂܂BuVvȃt@C`Ȃǂݍ߂̂ł́HvƊ҂āBꂪāAɐ}5̂悤ɓǂݍ߂܂B

}5@CSVt@C̃f[^ǂݍ񂾍ۂChatGPT̉ }5@CSVt@C̃f[^ǂݍ񂾍ۂChatGPT̉

@͏ɐi߂ꂻłˁB

3. yXƐi񂾁uOvƁuf[^ŽvƁu֕́v

O

@قǂChatGPT̉i}5jł́AŌɁul̏AُľoƏAJeS[l̐lϊs܂Bł́AOn߂܂傤HvƕĂ܂B̂܂ܐi߂Ă炤Ƃɂ܂傤BŃvvg3̂悤ɏ܂B

vvg3

͂AOsĂB܂łł܂̃Xebvɂ‚ĕĂB


@̌ʁA}6̉o͂܂B

}6@vvg3ɑ΂ChatGPT̉ }6@vvg3ɑ΂ChatGPT̉

@͂܂BA2Lł́u250v́u25v̏ԈႢƐ肵āÂ悤ɐlC܂BChatGPTɂ肢Ă݂܂傤íFvvg4AF}7jB

vvg4

25025̉”\̂ŁÂ悤ɏCĂBēxAOf[^񎦂ŁÃXebvɂ‚ĕĂB


}7@vvg4ɑ΂ChatGPT̉ }7@vvg4ɑ΂ChatGPT̉

@S肠܂ˁBȂ݂ɔÔߕM҂́Af[^eŜ2LƔr܂ASłBɂŕM҂́APythonR[hJāgȏhȂǂȂ`FbN܂A͂܂łB


mMAIm

@ꂽPythonR[hSɂ͐MpłȂ̂ŁA͂PythonR[h̖ڎ`FbN͕K{łˁBƂAŏPythonR[h\ĂꂽB

@PythonR[hꍇ́AuPythonR[hSĕ\ĂBvƂŌɕtƁA\悤ɂȂ܂B


@Ȃ݂ɕM҂́Ãf[^͂̌㔼ł́APythonR[h\悤Ƀvvgɏ悤ɂȂ܂B߂łB

f[^Ž

@āAقǂChatGPT̉i}7jł́AŌɁũXebvƂāÃf[^ɑ΂ĒTIf[^́iEDAjsƂł܂BccijccEDAsAƂf\zɐi݂܂A܂͑ɂ]܂HvƕĂ܂BłEDÂ߂Ƀf[^ŽĂ炤Ƃɂ܂傤íFvvg5AF}8jB

vvg5

܂EDAs߂Ƀf[^ŽĂB


}8@vvg5ɑ΂ChatGPT̉ }8@vvg5ɑ΂ChatGPT̉

@Uz}2LƔrƓłBłˁBǂǂi߂܂傤B

֕

@قǂChatGPT̉i}8jł́AŌɁũXebvƂāÃf[^gpė\f\z邱Ƃl܂B܂AȂ镪͂ʂ̃Av[`Ɋւ邲v]΁Am点BvƕĂ܂BUz}ŁuCiTemperaturejƔziSalesjɂ͐̑֊֌W肻vƕ̂ŁA֌WZoĐlłtĂ܂傤íFvvg6AF}9jB

vvg6

\f\z̑Oɑ֕͂ĐlIɕ͂ĂB


}9@vvg6ɑ΂ChatGPT̉ }9@vvg6ɑ΂ChatGPT̉

@uCƔz̑ցv0.972ƎZo܂B͑2LƓlłB}9Ől̉ɂ̓ełˁB

@Ȃ݂ɁAuCƔzvȊO̍ړm̑֌W߂ĂĂ܂BuCƗjv̑֊֌W͖ӖȂ̂Ŗ܂BujƔzv0.778̑܂̂ŁAA͂̃f[^ڂƂĎgłA͋LȂĂ܂̂Ő܂B


AIm

@܂łɎUz}┠Ђ}A֌WȂǁAvwɊÂf[^͂̎@oĂ܂BChatGPTŃf[^͂ɂĂA͂肱̒m⊈pXL߂ƂƂłBmsĂƁA}̌vZl̈ӖȂł傤B

@m[̏Ԃuf[^͂̊bIȒmƍlAHXLgɕtvƂ́A܂iWJ́jAځwЉl1NwԁA₳f[^́yExcel^GNZŊwׂz xǔj邱Ƃ߂܂B


@ɑ܂傤Bf[^甄z\@BwKfĂ炢܂B

4. @BwK̒mꂽuÁv

P1FƂw̓_

@قǂChatGPT̉i}9jł́AŌɁuɁÃf[^ɗ\f̍\zi߂܂AƂɉ͂s܂HvƕĂ܂BUz}Ƒ֌WŁuCƔzvɂ͋̑ւƕĂ̂ŁA܂pāmCnf[^mzn\uÁv̋@BwKf̍\zw邱Ƃɂ܂BƂ͂AƓK؂Ȏ@邩Ȃ̂ŁAł͂ƃvvg7̂悤ɎwĂ݂܂B
@

vvg7

͂A\f\zĂB


@ɂA}10̂悤ɏo͂܂BPythonR[h\ĂȂ̂ŁAĂ邩Â炢łˁBPythonR[hJƁAscikit-learnƂ@BwKCu[LinearRegressioni`AFA͂̈jNXgĉA͂{Ă܂B͕M҂̈Ӑ}ʂłB

}10@vvg7ɑ΂ChatGPT̉ }10@vvg7ɑ΂ChatGPT̉

@@BwKf̓e⌋ʒĺA2̋LƈقȂĂ܂B

@̓Iɂ́A2Lł́mCnƂ1‚̃f[^ڂmzn\@BwKf쐬܂APythonR[hJƁAmCnƁmjnƂ2‚̃f[^ڂmzn\@BwKfĂ܂BȂ݂1‚̃f[^ڂ琔l\A͂́uPÁvA2ˆȏ̃f[^ڂ琔l\A͂́udÁvƌĂ΂܂B

@ȂAʎ̂͐悤Ȃ̂ŁA͂ŊԈႢł͂܂BM҂̑zӐ}ƈقȂ邾łB

@Ƃw͂͂_łˁBႦ΃vvg8̂悤ɖI‹̓IɎwׂłB

vvg8

mCnf[^mzn\Af\zĂB̍ۂPythonR[hSĕ\ĂB


P2F@BwK̒msŒ

@Ƀvvg8ŎsĂA@BwKf̓e⌋ʒĺA2̋LƓɂȂ܂łBłChatGPTsPythonR[h̓eāuǂ̂悤ɏĂ邩vmF܂i}11jB

}11@vvg8ɑ΂ChatGPT̉ }11@vvg8ɑ΂ChatGPT̉

@}11ŒڂĂقӏԘgň݂͂܂Bg[jOZbgiPpjƃeXgZbgieXgpjɃf[^2Ă܂ˁIII

@mɋ@BwKł́Af[^Pp^eXgp2AnCp[p[^[i”\Ȑݒ荀ځj̒Kvȏꍇ͌Pp^ؗp^eXgp3܂B́̕A@BwKfPłȂAۂ̉^pɂm̃f[^ɑ΂ėǍDȐ\iuĉs͂񂩁t\vƂĂ΂܂jێ邩ǂmF邽߂ɍs܂iuz[hAEg؁vƌ܂jB

@2Lł́A\zfĉ^p邱ƂASf[^găf[^𕪐͂ӎv肷邱ƂɏduĂ߁Â悤ȃf[^͎{Ă܂łBChatGPTƑ2̋LŁÄႢoĂƂ킯łB


AIm

@@BwK̂ƂSmȂĺAz[hAEg؂̂߂̃f[^ĉ\Ȃǂ̐Ɍ˘f܂ˁB̂悤ɁAChatGPTgăf[^͂sۂɂA@BwK̍Œ̒m͋߂܂B

@ITDeep InsidertH[ł́A2024NwPythonŊwԁu@BwKvxƂAڂ{iIɓWJĂ܂̂ŁAЈꏏɊwł܂傤B


PA

@Iɂ͐}11̋@BwKfŖ肠܂񂪁A2̋LƔrł悤ɁAđ2̋LƓɂȂ悤Ɏw܂íFvvg9AF}12jB

vvg9

eXgZbg𕪊Ă܂AȂ悤ɂĂBSẴf[^ʼnAf쐬ĂB̏ꍇPythonR[hSĕ\ĂB


}12@vvg9ɑ΂ChatGPT̉ }12@vvg9ɑ΂ChatGPT̉

@ő2̋LƊSɓłB

W

@2LƓlɁAWR2iA[2j߂Ă܂傤íFvvg10AF}13jB

vvg10

̏ꍇ̌WR^2vZĂBPythonR[h\ĂB


}13@vvg10ɑ΂ChatGPT̉ }13@vvg10ɑ΂ChatGPT̉

@W2̋Lƈv܂B

*@vvg10ɂu^2v́A\L₷TeX^LaTeX̏ɊÂłB̏łoĂƁAGoogle Colaboratorym[gubNȂǂ̃eLXgɗႦ$R^2$̂悤Ȍ`Ő̂ŕ֗łB


Uz}ւ̉A̕`

@‚łɁAOf̐}8ŕ\ꂽUz}̏ɁAA̓f\łuAvĂ݂܂傤íFvvg11AF}14jB

vvg11

قǂ̎Uz}ɂ̉Af̒ĂB


}14@vvg11ɑ΂ChatGPT̉ }14@vvg11ɑ΂ChatGPT̉

@A̐}A2̋LƓl̓eɂȂ܂B

5. ͌ʂ瓾m܂Ƃ߂āuӎvv

@ƂƂŁAf[^͈͂ʂ芮łB

@ŌɁA܂ł̃f[^͂ǂ̂悤ȂƂ̂B炩̃rWlẌӎvɂ‚Ȃ悤ɁAm܂Ƃ߂Ă炢܂傤íFvvg12AF}15jB

vvg12

܂ł̃f[^͂œꂽm͂ǂ̂悤Ȃ̂ł傤H
u̓ACXN[̍݌ɂ肸A͍݌ɂߏɂȂArWlX̋@̂ʼnPvƂۑ肪܂B̉ۑɑ΂ӎvɁAꂽm𗧂Ă邱Ƃ͉”\ł傤H


}15@vvg12ɑ΂ChatGPT̉ }15@vvg12ɑ΂ChatGPT̉

@m̂܂Ƃ߂ǂłˁBe͎QlɂȂƎv܂B

@Ȃ݂ɕM҂́Ǎłɂ荂x̋@BwKf̍\z͍܂B̓Iɂ́AmCnƁmjnƂ2‚̃f[^ڂmzn\dA̓f쐬A3̎Uz}ɉAʂ`ƂƂChatGPTɎ{܂B͂܂łłȂ蒷LɂȂĂ܂̂ŁA̐͊Ă܂B


@{ɁAChatGPTŃf[^͂łĂ܂܂ˁBASʼnmȂĂɂłƂ킯ł͂ȂłB

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