Izinsiza zewebhu ezihamba phambili zePython

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Siyakwamukela kulesi sihloko esigcwele ulwazi mayelana nezinsiza zewebhu ezihamba phambili zePython! Uma ungumuntu othanda izinhlelo noma uchwepheshe ofuna izinsiza eziwusizo, usendaweni efanele. I-Python isibe ngolunye lwezilimi zokuhlela ezidume kakhulu nezisebenza ngezindlela eziningi embonini, futhi kunezinhlobonhlobo zezinsiza eziku-inthanethi ezingakusiza uthuthukise amakhono akho futhi uthole okuningi kulolu limi olunamandla.

Lapha uzothola uhlu olukhethwe ngokucophelela lwezifundo, imitapo yolwazi, imiphakathi, namathuluzi azokusiza ukuthi ufunde futhi usebenzise iPython ngempumelelo. Kungakhathaliseki ukuthi ungumuntu osaqalayo ofuna ukufunda okuyisisekelo noma umhleli onolwazi ofuna izinsiza ezithuthukile, sinokuthile esingakwenzela kona. Ngakho-ke, ngaphandle kokuchitha isikhathi, ngena emhlabeni othakazelisayo wePython!

Izinsiza zewebhu ezihamba phambili zePython

I-Python iwulimi lokuhlela oluguquguqukayo futhi oluguquguqukayo olusetshenziswa emikhakheni eyahlukene, kusukela ekuthuthukisweni kwewebhu nokwesayensi kuya kubuhlakani bokwenziwa nokufunda komshini. Ngezansi uzothola izinsiza zewebhu ezihamba phambili zePython ezizokusiza ufunde, uthuthukise, futhi uxazulule inkinga ngalolu hlelo. ulimi lohlelo.

izifundo eziku-inthanethi

1. Python.org (https://www.python.org/)

I-Python.org iyisizindalwazi esisemthethweni sePython futhi inikeza izinsiza eziningi kubahleli bawo wonke amazinga. Ukusuka emibhalweni esemthethweni kuye kokufundisa okusebenzisanayo, le webhusayithi iyinsiza okufanele ube nayo kunoma ngubani onentshisekelo yokufunda iPython. Ungafinyelela okokufundisa okuningiliziwe, izibonelo zekhodi, kanye nemihlahlandlela yesinyathelo ngesinyathelo ukuze uqalise ukuhlela ngePython.

2. I-Real Python (https://realpython.com/)

Real Python iyinkundla eku-inthanethi enikezela ngezifundo nezindatshana ezisebenzayo zePython. Kugxilwe ekufundiseni i-Python ngempumelelo nangokoqobo, ngezibonelo zekhodi namaphrojekthi angokoqobo. Izifundo ze-Real Python zihlanganisa izihloko eziningi, kusukela emiqondweni eyisisekelo kuye ezihlokweni ezithuthukile njengokuthuthukiswa kwewebhu nge-Django nokufunda ngomshini nge-TensorFlow.

3. I-Python yabaqalayo (https://www.pythonforbeginners.com/)

Njengoba igama liphakamisa, iPython Yabaqalayo iyinsiza efanelekile kulabo abasanda kuqala ngohlelo lwePython. Le webhusayithi inikezela ngezifundo ezicacile nezifushane ezimboza izisekelo zePython, kufaka phakathi i-syntax, izakhiwo zedatha, nemisebenzi. Iphinde inikeze izibonelo zekhodi nokuzivocavoca okusebenzayo ukukusiza ukuthi uzilolonge futhi uthuthukise amakhono akho wokuhlela.

4. Uhlelo (https://www.programiz.com/python-programming)

I-Programiz ingenye insiza eku-inthanethi ekunikeza okokufundisa okusebenzisanayo ukuze ufunde iPython. Indlela yayo yokusebenzisana ikuvumela ukuthi ufunde ngezibonelo zekhodi kanye nokuhlolwa okusebenzayo endaweni efanayo yokuhlela. Ungakwazi ukulandela okokufundisa kwesinyathelo ngesinyathelo, sebenzisa ikhodi ku-inthanethi futhi ubone imiphumela ngesikhathi sangempela. I-Programiz futhi ihlanganisa imiqondo ethuthuke kakhulu, njengokuphatha okuhlukile nohlelo olugxile entweni.

Python Imiphakathi kanye Amaforamu

5. Ukuchichima Kwesitaki (https://stackoverflow.com/questions/tagged/python)

I-Stack Overflow umphakathi waku-inthanethi wabahleli bezinhlelo lapho ungathola khona izimpendulo zemibuzo nezinkinga zakho ezihlobene nePython. Le webhusayithi iyimayini yolwazi njengoba inenqwaba yemibuzo nezimpendulo ngePython. Ungasesha imibuzo efana neyakho, ufunde ezimpendulweni zabanye abahleli bohlelo, futhi uma unemibuzo, buza eyakho imibuzo ukuze uthole usizo emphakathini.

6. I-Reddit – r/Python (https://www.reddit.com/r/python/)

I-Reddit iyinkundla yezokuxhumana eku-inthanethi enezinhlobonhlobo zemiphakathi, okuhlanganisa i-r/Python, i-subreddit enikelwe kuzo zonke izinto iPython. Lapha uzothola izindaba, izingxoxo, amaphrojekthi athokozisayo nemibuzo evela kwabanye abahleli bohlelo. Kuyindawo enhle yokuhlala unolwazi lwakamuva kumathrendi akamuva ePython futhi uxhumane nabanye abathanda izinhlelo.

7. I-Python Discord (https://discord.gg/python)

I-Python Discord iwumphakathi waku-inthanethi wabathuthukisi bePython ohlinzeka ngendawo yezingxoxo nokusebenzisana. Ungajoyina iziteshi ezinezihloko ezahlukahlukene ukuze uxoxe ngePython, ubuze imibuzo, wabelane ngamaphrojekthi, futhi ufunde kwamanye amalungu omphakathi. Yindawo enhle yokuxhumana nabanye abahleli bezinhlelo futhi wandise ulwazi lwakho lwePython.

8. I-Pythonista Café (https://www.pythonistacafe.com/)

I-Pythonista I-Café iwumphakathi waku-inthanethi wabahleli bohlelo I-Python enikeza inkundla yezingxoxo kanye nenkundla yokufunda ngokubambisana. Ungajoyina amaqembu okufunda ahlukene, ubambe iqhaza ezinseleleni zokuhlela, futhi uxhumane nabanye abahleli bezinhlelo zePython. Baphinde banikeze izifundo eziku-inthanethi kanye nezifundo zokukusiza uthuthukise amakhono akho wokuhlela.

Imitapo yolwazi namaphakheji awusizo

9. I-NumPy (https://numpy.org/)

I-NumPy iwumtapo wolwazi oyisisekelo wekhompiyutha yesayensi ePython. Ihlinzeka ngesethi yemisebenzi namathuluzi okusebenza ngamatrices anezinhlangothi eziningi nezinhlaka, isiza ukucutshungulwa nokuhlaziywa kwedatha yezinombolo. I-NumPy isetshenziswa kabanzi emikhakheni efana nefiziksi, i-bioinformatics, kanye nobuhlakani bokwenziwa.

10. Panda (https://pandas.pydata.org/)

I-Pandas iwumtapo wezincwadi wePython oklanyelwe ukuhlaziya idatha kanye nokukhohlisa kwezakhiwo zedatha. Ihlinzeka ngezakhiwo zedatha eziguquguqukayo, ezisebenza kahle kakhulu, njengeDathaFrames, ezikuvumela ukuthi usebenze nedatha ngempumelelo. I-Pandas isetshenziswa kakhulu ekuhlaziyweni kwedatha, isayensi yedatha, neminye imikhakha ehlobene.

11. I-Matplotlib (https://matplotlib.org/)

I-Matplotlib ilabhulali ye-2D yokubona idatha yePython. Ikuvumela ukuthi udale amashadi anhlobonhlobo, kusukela kumagrafu emigqa alula kuya ekubonweni okuyinkimbinkimbi okufana neziqephu zokuhlakaza neziqephu zekhonta. I-Matplotlib isetshenziswa kabanzi emkhakheni wesayensi yedatha futhi iyithuluzi elibalulekile lokubona ngeso lengqondo imiphumela nokuxhumana.

12. I-TensorFlow (https://www.tensorflow.org/)

I-TensorFlow ilabhulali yomthombo ovulekile eyakhiwe i-Google yokufunda ngomshini nobuhlakani bokwenziwa. Nge-TensorFlow, ungakha futhi uqeqeshe amanethiwekhi emizwa ngemisebenzi efana nokuhlukanisa, ukuqaphela inkulumo, nokucubungula izithombe. Iwumtapo wezincwadi onamandla futhi ongaka kakhulu owamukelwe umphakathi wePython futhi wasetshenziswa ezinhlobonhlobo zezinhlelo zokusebenza.

13. Isitsha (https://flask.palletsprojects.com/)

I-Flask iwuhlaka lwewebhu olungasindi futhi olusebenziseka kalula lwePython. Ilungele ukwakha izinhlelo zokusebenza zewebhu ezilula nezisheshayo, kusuka kuma-RESTful APIs ukuqedela amawebhusayithi. I-Flask inikeza anhlobonhlobo amathuluzi nezandiso ezenza ukuthuthukiswa kwewebhu ku-Python kube lula. Kuyisinqumo esihle kakhulu kubo bobabili abaqalayo nabathuthukisi abanolwazi abafuna ukwenza izinhlelo zokusebenza zewebhu ezisebenza kahle nezinhle.

14. Django (https://www.djangoproject.com/)

I-Django iyizinga eliphezulu, uhlaka lwewebhu lomthombo ovulekile olulandela isimiso "sokufakwa kwamabhethri". Inikeza isethi ephelele yamathuluzi nezici ukuze kube lula ukuthuthukiswa okusheshayo nokuvikelekile kwezinhlelo zokusebenza zewebhu eziyinkimbinkimbi. I-Django isetshenziswa kakhulu embonini futhi iwuhlaka lokuzikhethela lwabathuthukisi abaningi ukwakha amawebhusayithi aqinile futhi angalawuleki.

amathuluzi aku-inthanethi

15. Phendula (https://replit.com/)

I-Replit iyinkundla eku-inthanethi ekuvumela ukuthi ubhale, ugijime, futhi wabelane ngekhodi yePython ngokubambisana. Ungakha amaphrojekthi, uhlanganyele nabanye abahleli bohlelo, futhi usebenzise ikhodi yakho endaweni yamafu ebonakalayo. I-Replit iyithuluzi elifanele labaqalayo abafuna ukuzijwayeza iPython ngaphandle kokusetha indawo yokuthuthuka kukhompuyutha yabo.

16. Jupyter Notebook (https://jupyter.org/)

I-Jupyter Notebook iyisicelo sewebhu esinomthombo ovulekile esikuvumela ukuthi udale futhi wabelane ngamadokhumenti asebenzayo aqukethe amakhodi abukhoma, okubonwayo, nombhalo ochazayo. Kuyithuluzi elidume kakhulu emkhakheni wesayensi yedatha nokufunda komshini, njengoba ikuvumela ukuthi wenze ukuhlaziya okuhlola nokuhlola ngokuhlanganyela. I-Jupyter Notebook isekela izilimi eziningi zokuhlela, kuhlanganise nePython.

17. I-PyCharm (https://www.jetbrains.com/pycharm/)

I-PyCharm iyindawo yentuthuko edidiyelwe eqondene nePython (IDE). Ihlinzeka ngezinhlobonhlobo zezici namathuluzi ukusiza ukuthuthukiswa kwezinhlelo zokusebenza zePython, njengokuqedwa kwekhodi, ukulungisa iphutha, nokuhlanganiswa nezinhlelo zokulawula inguqulo. I-PyCharm isetshenziswa kakhulu ngabathuthukisi abangochwepheshe futhi inikezela ngomuzwa wokuthuthukisa osebenziseka kalula. esebenza kahle futhi ekhiqizayo.

18. Ikhodi ye-VS (https://code.visualstudio.com/)

I-Visual Studio Code (VS Code) ingenye edumile imvelo yokuthuthukiswa eyakhelwe ngaphakathi esekela iPython. Ithuluzi elingasindi futhi elenziwe ngendlela oyifisayo kakhulu elithole isisekelo somsebenzisi esikhulu ngenxa yokusebenza kwayo kanye ne-ecosystem ebanzi yezandiso. Ikhodi ye-VS inikezela ngokuhlela amakhodi okuthuthukile, ukulungisa iphutha, nezici zokulawula inguqulo, okuyenza ibe ukukhetha okudumile konjiniyela bePython emhlabeni jikelele.

Reference blogs namawebhusayithi

19. I-Real Python (https://realpython.com/)

Ngaphezu kokufundisa kwayo, i-Real Python nayo inebhulogi enezihloko ezifundisayo neziwusizo mayelana nePython. Ithimba labo lababhali abangochwepheshe lihlanganisa izihloko eziningi, kusukela kweziyisisekelo kuya kumathiphu namasu athuthukile. Ama-athikili we-Real Python abhalwe ngesitayela esicacile nesifushane, okwenza kube lula ukuwaqonda ngisho nakulabo abasanda kuhlanganyela kwiPython.

20. Python Weekly (https://www.pythonweekly.com/)

I-Python Weekly iwushicilelo oluku-inthanethi oluqoqa luphinde luveze izindatshana, izindaba, nezinsiza ezihamba phambili ezihlobene nePython. Kuyindlela enhle yokuhlala unolwazi lwakamuva mayelana nezitayela nentuthuko emhlabeni wePython. I-Python Weekly ithumela i-newsletter ye-imeyili yamasonto onke enokukhethwa kokuqukethwe okukhethwe ngokucophelela, okuyenza ibe umthombo othembekile wolwazi.

21. I-Real Python Podcast (https://realpython.com/podcasts/rpp/)

I-Real Python Podcast iyi-podcast ehlola izihloko ezihlobene nePython kanye nochwepheshe bezimboni zezingxoxo. Iziqephu zihlanganisa izihloko ezihlukahlukene, kusukela kumathiphu wokuhlela kuya ezingxoxweni mayelana nekusasa lePython. Kuyindlela ejabulisayo nejabulisayo yokufunda okwengeziwe ngePython futhi uzwe ulwazi nemibono yabanye onjiniyela.

22. NgakwiSayensi Yedatha (https://towardsdatascience.com/tagged/python)

I-Towards Data Science iyinkundla eku-inthanethi eshicilela izindatshana nezifundiswa ezihlobene nesayensi yedatha, ukufunda ngomshini, kanye nePython. Ngababhali beSayensi Yedatha babelana ngolwazi nolwazi lwabo ngokusebenzisa imibhalo enemininingwane futhi ecwaningwe kahle. Iwumthombo obalulekile wolwazi walabo abafuna ukusebenzisa iPython emkhakheni wesayensi yedatha.

I-Web Resources FAQ yePython

Iyiphi indlela engcono kakhulu yokufunda iPython yabaqalayo?

Indlela engcono kakhulu yokufunda iPython njengosaqalayo ukuqala ngezifundo ezisebenzisanayo eziku-inthanethi ezikuqondisa ngezisekelo zolimi. Amawebhusayithi afana PythonI-.org kanye ne-Python yabaqalayo zinikeza izifundo ezicacile nezibonelo zekhodi ukukusiza uqonde i-syntax ye-Python kanye nezakhiwo zedatha. Kuyatuseka futhi ukuzijwayeza ukubhala ikhodi nokuxazulula izinkinga ukuze uqinise ikhono lakho lokuhlela.

Yimiphi imitapo yolwazi ewusizo ekuhlaziyweni kwedatha kuPython?

Kunemitapo yolwazi eminingana ewusizo yokuhlaziywa kwedatha kuPython, kodwa emibili edume kakhulu iNumPy nePanda. I-NumPy ihlinzeka ngemisebenzi namathuluzi okusebenza ngama-multidimensional arrays kanye namatrices, okwenza kube lula ukucubungula nokuhlaziya idatha yezinombolo. Ngakolunye uhlangothi, i-Pandas inikeza izakhiwo zedatha eziguquguqukayo nezisebenza kakhulu, njenge-DataFrames, ekuvumela ukuthi ulawule futhi uhlaziye idatha kahle.

Iyiphi indawo engcono kakhulu yokuthuthuka yokuhlela ePython?

Kunezindawo ezimbalwa zokuthuthuka ezidumile phakathi kwabahleli bePython, njengePyCharm kanye neVisual Studio Code (VS Code). I-PyCharm i-IDE eqondene ne-Python ehlinzeka ngezinhlobonhlobo zezici namathuluzi ukusiza ukuthuthukiswa kwezinhlelo zokusebenza zePython. Ngakolunye uhlangothi, i-VS Code iyindawo yokuthuthukiswa engasindi futhi eyenzeka ngokwezifiso kakhulu esekela i-Python futhi inikeza ukuhlelwa kwekhodi okuthuthukisiwe, ukulungisa iphutha, nezici zokulawula inguqulo. Zombili izindawo zisetshenziswa kakhulu futhi zincike ekuthandeni komuntu siqu komthuthukisi.

Ngingazitholaphi izimpendulo zemibuzo yami yePython?

Uma unemibuzo noma izinkinga ezihlobene nePython, umthombo omuhle wokuthola izimpendulo Ukuchichima Kwesitaki. I-Stack Overflow umphakathi waku-inthanethi wabahleli bohlelo lapho ungasesha khona imibuzo nezimpendulo ezihlobene nePython. Kungenzeka uthole imibuzo efana neyakho nezisombululo eziphakanyiswe abanye abahleli bohlelo. Ungakwazi futhi ukubuza imibuzo yakho futhi uthole usizo emphakathini. Python programmers.

Yiziphi izinsiza eziku-inthanethi eziwusizo ukungigcina nginolwazi lwakamuva ngePython?

Ukuze uhlale unolwazi lwakamuva ngePython, kunezinsizakusebenza ezimbalwa ze-inthanethi eziwusizo. I-Python Weekly iwushicilelo oluku-inthanethi oluqoqa luphinde luveze izindatshana, izindaba, nezinsiza ezihamba phambili ezihlobene nePython. Ungakwazi futhi ukulandela amabhulogi afana ne-Real Python kanye ne-Towards Data Science, ashicilela njalo ama-athikili nokufundisa ngePython nezihloko ezihlobene. Ukwengeza, ukujoyina imiphakathi eku-inthanethi njenge-r/Python subreddit kanye ne-Python Discord kuzokuvumela ukuthi uhlale uphezulu kwamathrendi akamuva futhi uxhumane nabanye abathanda izinhlelo.

Yiziphi izinhlelo ezisebenzayo zePython embonini?

I-Python inohlu olubanzi lwezinhlelo zokusebenza ezisebenzayo embonini. Isetshenziswa ekuthuthukisweni kwewebhu ukwakha amawebhusayithi nezinhlelo zokusebenza zewebhu kusetshenziswa izinhlaka ezifana ne-Django neFlask. Emkhakheni wesayensi yedatha nokufunda komshini, i-Python isetshenziswa kabanzi ukuhlaziya nokucubungula idatha, kanye nokwakha nokuqeqesha amamodeli okufunda emishini kusetshenziswa amalabhulali afana ne-TensorFlow ne-scikit-learn. I-Python nayo isetshenziswa ku- umsebenzi ozenzakalelayo, ukuthuthukiswa komdlalo, ukudalwa kwesicelo sedeskithophu, nokunye okuningi.

Isiphetho Sezinsiza Zewebhu sePython

Ngamafuphi, izinsiza zewebhu ezihamba phambili zePython zikunikeza izinhlobonhlobo zezinketho ongazifunda, ukuzijwayeza, nokuthuthukisa amakhono akho wokuhlela wePython. Kusukela ezifundweni eziku-inthanethi ukuya kumalabhulali awusizo namathuluzi, kukhona okuthile kwawo wonke umuntu, noma ngabe ungumuntu osaqalayo noma umhleli onolwazi. Sebenzisa ngokunenzuzo lezi zinsiza ukuze uthathe ulwazi lwakho lwePython uluyise kwelinye izinga futhi uvule amandla alo aphelele emikhakheni ehlukahlukene, kusukela ekuthuthukisweni kwewebhu kuye kwisayensi yedatha kanye nobuhlakani bokwenziwa.