kaggle Uyasebenza

i-kaggle ihlanganisa ukufunda isayensi yedatha, ukusebenzisa amaphrojekthi nokuxhumana nomphakathi endaweni eyodwa. Inikeza izifundo ezisebenzayo zabaqalayo, iphinde isize abasebenzisi bahlangabezane nezinkinga zangempela ngemincintiswano namasethi edatha avulekile.

Le nkundla ifanele abantu abafuna ukufunda ukufunda komshini ngendlela ehlelekile, ukuqongelela ulwazi ngamaphrojekthi, noma ukubuka ikhodi nemibono yokuxazulula yezinye izisebenzi. Okugxilwe kukho inqubo yokusebenza, hhayi ukuchaza imiqondo kuphela.

Le nkundla inikeza imincintiswano yesayensi yedatha, amasethi edatha avulekile nama-Notebook aku-inthanethi. Abasebenzisi bangabhala futhi basebenzise ikhodi esipheqululini, besebenzisa izilimi ezifana ne-Python ne-R, futhi basebenzise izinsiza ze-GPU noma ze-TPU eminye imisebenzi yokubala.

Okuqukethwe kokufunda kuhlanganisa i-Python, i-SQL, ukufunda komshini nokufunda okujulile. Emphakathini, abasebenzisi bangabelana ngekhodi, baxoxe ngezinkinga futhi babheke izixazululo zabanye abasebenzisi. Le nkundla inezindlela zamahhala nezikhokhelwayo; ububanzi bezinsiza kufanele buqinisekiswe encazelweni yekhasi.

Abasaqalayo bangase baqale ngezifundo ezisebenzayo ukuze bajwayelane nezisekelo zokuhlela, ukuphatha idatha nokufunda komshini, bese besebenzisa amasethi edatha avulekile ukwenza izivivinyo. Abafundi nabazifundelayo bangasebenzisa ama-Notebook, ikhodi nenqubo yemincintiswano njengerekhodi lokusebenza kwesigaba ngasinye.

Ososayensi bedatha noma onjiniyela bama-algorithm abanolwazi oluthile bangasebenzisa imincintiswano ukuqhathanisa izindlela ezahlukene zokwakha amamodeli nokutadisha imibono yokusetshenziswa emphakathini. Amaqembu adinga ukwenza izivivinyo zokuhlaziya idatha nawo angayisebenzisa ukuthola amasethi edatha nendawo yokubala eku-inthanethi.

Imიცintiswano namabhodi ezikhundla afanele ukuzilolonga nokuqhathanisa, kodwa imiphumela yesikhundla ayikwazi ukuthatha indawo yokuzinza, ukugcinwa kalula nokuqinisekiswa kwebhizinisi endaweni yokukhiqiza. Lapho beqala ukuyisebenzisa, abasebenzisi kusafanele babe nolwazi oluyisisekelo lokuhlela, izibalo noma ukuphatha idatha; imisebenzi eyinkimbinkimbi ingase idinge ukuthi baqonde idatha nezindlela zamamodeli ngokwabo.

Amandla ekhompyutha aku-inthanethi, amasethi edatha, izifundo nemincintiswano kuvame ukuba nemithetho noma imibandela yokusetshenziswa. Ngaphambi kokusebenzisa amasethi edatha avulekile nekhodi yabanye abantu, kufanele kufundwe incazelo yekhasi nezimfuneko zamalayisensi; uma kuhileleka izinsiza ezikhokhelwayo, kufanele kuqinisekiswe kuqala imininingwane yokukhokhisa nobubanzi bokusetshenziswa.