Funda i-AI-Assisted Python Programming With Github Copilot And Chatgpt
Isimo sokuthuthukiswa kwesoftware sithuthuka ngokushesha, ngenxa yokufika kwamathuluzi anamandla e-AI. Phakathi kwalokhu, i-GitHub Copilot futhi ivele njengabashintshi begeyimu, ihlinzeka onjiniyela ngosizo olungakaze lubonwe ohambweni lwabo lokubhala amakhodi. Lokhu okuthunyelwe kwebhulogi kuzohlola umqondo wohlelo lwePython olusizwa yi-AI, kuhlole ukubaluleka kwamathuluzi afana ne-GitHub Copilot kanye , futhi kwethule isimo somhlaba wangempela esibonisa amandla abo okuguqula.
Yini I-AI-Assisted Python Programming With Github Copilot And Chatgpt futhi Kungani Ibalulekile?
Uhlelo lwePython olusizwa yi-AI lusebenzisa amandla obuhlakani bokwenziwa ukuze kuthuthukiswe ulwazi lokubhala amakhodi. Lokhu kuhlanganisa ukusebenzisa amathuluzi e-AI ukwenza imisebenzi ephindaphindwayo ngokuzenzakalelayo, Khiqiza iziphakamiso zekhodi, futhi unikeze impendulo ekhaliphile. I-GitHub Copilot, umdidiyeli wohlelo obhangqiwe we-AI othuthukiswe i-GitHub ne-OpenAI, uyaphumelela ekuphakamiseni amakhodi aqedelwe ngesikhathi sangempela njengoba uthayipha. , ngakolunye uhlangothi, imodeli yolimi enamandla engaphendula imibuzo yakho, ichaze imiqondo eyinkimbinkimbi, futhi ikusize nokususa iphutha lakho. Lawa mathuluzi, uma esetshenziswa ngempumelelo, angakhuphula kakhulu umkhiqizo kanjiniyela, athuthukise ikhwalithi yekhodi, futhi avule amazinga amasha okudala.
Ukubaluleka kohlelo lwePython olusizwa yi-AI kusemandleni ayo okubhekana nezinselele ezimbalwa ezibalulekile onjiniyela ababhekene nazo namuhla. Okokuqala, kungadambisa umthwalo wemisebenzi ephindaphindwayo, njengokubhala ikhodi ye-boilerplate nokwenza ukufometha kwekhodi evamile. Lokhu kukhulula onjiniyela ukuthi bagxile ezicini eziyinselele kakhulu nezokudala zomsebenzi wabo. Okwesibili, amathuluzi asizwa yi-AI angasiza ukuthuthukisa ikhwalithi yekhodi ngokuphakamisa izinqubo ezingcono kakhulu, ukuhlonza iziphazamisi ezingaba khona, nokuqinisekisa ukufundeka kwekhodi. Lokhu akuholeli nje kuphela ku-software eqinile futhi elondolozekayo kodwa futhi kunciphisa isikhathi esichithwa ukulungisa iphutha nokubuyekezwa kwekhodi.
Ngaphezu kwalokho, izinhlelo ezisizwa yi-AI zingenza intando yeningi ukufinyelela olwazini lokubhala amakhodi. Ngokunikeza ukufinyelela okusheshayo olwazini nesiqondiso, lawa mathuluzi anganika amandla onjiniyela bawo wonke amazinga wamakhono, kusukela kwabaqalayo ukuya kochwepheshe abanolwazi. Lokhu kungaholela emphakathini wonjiniyela obandakanya wonke umuntu futhi ohlukahlukene, okugqugquzela ukuqamba okusha kanye nokusheshisa inqubekelaphambili kulo mkhakha.
Isimo Somhlaba Wangempela: Ukuguqula Funda I-AI-Assisted Python Programming With Github Copilot And Chatgpt for Success
Cabanga ukuthi ungusosayensi wedatha osebenzela inkampani yezokuxhumana eqanjiwe njengeFrontier Communications. Unikezwe umsebenzi wokuthuthukisa imodeli yokufunda yomshini ukuze ubikezele ukuhlangana kwamakhasimende, okungenzeka ukuthi ikhasimende linqamule isevisi yalo. Lona umsebenzi obalulekile, njengoba ukuxova kwamakhasimende kungaba nomthelela omkhulu emalini engenayo nenzuzo yenkampani.
Ngokwesiko, le phrojekthi izobandakanya izinyathelo eziningi, okuhlanganisa ukuhlanzwa kwedatha, ubunjiniyela besici, ukukhethwa kwamamodeli, nokuhlola. Ngasinye salezi zinyathelo sizodinga isikhathi nomzamo omkhulu, okubandakanya ukubhala nokulungisa iphutha imigqa eminingi yekhodi yePython. Kodwa-ke, ngokusebenzisa amandla ohlelo olusizwa yi-AI, ungakwazi ukuhlehlisa le nqubo futhi uthole imiphumela engcono.
Nansi indlela ongayisebenzisa ngayo i-GitHub Copilot kanye nokusheshisa iphrojekthi yakho:
- Ukuhlanzwa Kwedatha Nokucubungula Ngaphambilini:
- Sebenzisa i-GitHub Copilot ukuze ukhiqize amazwibela ekhodi wemisebenzi evamile yokuhlanza idatha, njengokuphatha amanani ashodayo, ukususa izimpinda, nokuguqula izinhlobo zedatha. Lokhu kungasheshisa kakhulu isigaba sokuqala sokulungiselela idatha.
- Sebenzisa ukubuza imibuzo ecacisayo mayelana namasu okuhlanza idatha, njengendlela engcono kakhulu yokusingatha izinto ezingaphandle noma ukuthi ungabhala kanjani ngempumelelo okuguquguqukayo kwezigaba. ingakunikeza isiqondiso sochwepheshe kanye nezibonelo zekhodi ukukusiza wenze izinqumo ezinolwazi.
- Ubunjiniyela besici:
- Sebenzisa i-GitHub Copilot ukuze ukhiqize ikhodi yokudala izici ezintsha, ezifana nokuhlala kwamakhasimende, isilinganiso sokusetshenziswa kwanyanga zonke, nokuphazamiseka kwesevisi kwakamuva. Lokhu kungakusiza ukuthi ubone amaphethini afanelekile kudatha futhi uthuthukise ukusebenza kwemodeli.
- Xhumana ukuze uhlole izindlela zobunjiniyela besici esithuthukisiwe, njengokuguqulwa kwesizinda esithile noma izindlela zokunciphisa ubukhulu. ingakunikeza imininingwane ebalulekile nezibonelo zekhodi ukuthuthukisa inqubo yakho yobunjiniyela besici.
- Ukukhetha Imodeli Nokuqeqeshwa:
- Sebenzisa i-GitHub Copilot ukuze ukhiqize ikhodi yamamodeli okufunda emishini ahlukene, njengokuhlehla kwezinto, imishini yokusekela i-vector, namahlathi angahleliwe. Lokhu kukuvumela ukuthi uhlole ngokushesha amamodeli ahlukahlukene futhi uqhathanise ukusebenza kwawo.
- Sebenzisa ukuze uqonde amandla nobuthakathaka bamamodeli ahlukene, utolike imiphumela yamamodeli, futhi uhlonze izindawo okufanele zithuthukiswe. inganikeza imininingwane ebalulekile ekukhethweni kwemodeli nokushuna kwepharamitha.
- Ukuhlolwa Kwemodeli Nokuthunyelwa:
- Sebenzisa i-GitHub Copilot ukuze ukhiqize ikhodi yokuhlola ukusebenza kwemodeli usebenzisa amamethrikhi afana nokunemba, ukunemba, ukukhumbula, kanye ne-F1-score. Lokhu kukusiza ukuthi uhlole ukusebenza kwemodeli yakho futhi ukhombe izindawo ongazithuthukisa.
- Xhumana ukuze uqonde okushiwo amamethrikhi okuhlola ahlukene kanye nendlela yokuhumusha ukusebenza kwemodeli kumongo wenkinga yebhizinisi lakho elithile. Lokhu kukusiza ukuthi wenze izinqumo ezinolwazi mayelana nokusetshenziswa kwamamodeli nokuqapha okuqhubekayo.
Ngokusebenzisa ngempumelelo i-GitHub Copilot kanye , ungakwazi ukusheshisa kakhulu inqubo yokuthuthukisa, uthuthukise ikhwalithi yemodeli yakho yokufunda yomshini, futhi ekugcineni uzuze imiphumela engcono yebhizinisi. Lesi simo somhlaba wangempela sibonisa amandla okuguqula izinhlelo ezisizwa yi-AI ekubhekaneni nezinselele eziyinkimbinkimbi kanye nokushayela ubuhlakani obusha emkhakheni wesayensi yedatha.
Uhlelo lwePython olusizwa yi-AI ngamathuluzi afana ne-GitHub Copilot futhi lulungele ukuguqula indlela esithuthukisa ngayo isofthiwe. Ngokwamukela lobu buchwepheshe, onjiniyela bangavula amazinga amasha okukhiqiza, okusungula, nokusebenza kahle. Njengoba i-AI iqhubeka nokuvela, singalindela ukuthi amathuluzi athuthuke kakhulu avele, aqhubeke nokuguqula isimo sokuthuthukiswa kwesofthiwe futhi avule amathuba amasha ajabulisayo okusungula izinto ezintsha.
Umusho wokuzihlangula: Lokhu okuthunyelwe kwebhulogi okwezinjongo zokwaziswa kuphela futhi akuhlanganisi iseluleko sezezimali, ukutshalwa kwezimali, noma uchwepheshe. Imibono nemibono evezwe kulokhu okuthunyelwe ngeyombhali futhi ayibonisi inqubomgomo esemthethweni noma isikhundla sanoma iyiphi enye i-ejensi, inhlangano, umqashi, noma inkampani. Umbhali we-1 ungunjiniyela Omkhulu wePython e-Wells Fargo onolwazi lweminyaka engaphezu kwe-2 ku-AI namarobhothi. Uneziqu zeComputer Science azithola eMichigan State University futhi unothando lokuhlola ukuphambana kwe-AI nobuchule bomuntu.
