Ngicela unginikeze imiphumela engaba khona yokufakwa ngokweqile okuchazwe embhalweni olandelayo
Context:Imiphumela  Umphumela osobala kakhulu wokufakwa ngokweqile ukusebenza kabi kusethi yedatha yokuqinisekisa. Eminye imiphumela emibi ihlanganisa:  Umsebenzi ogcwele ngokweqile kungenzeka ucele ulwazi oluthe xaxa mayelana nento ngayinye ku-dataset yokuqinisekisa kunomsebenzi omuhle kakhulu; ukuqoqa le datha eyengeziwe engadingeki kungabiza noma kube nephutha, ikakhulukazi uma ucezu ngalunye lolwazi kufanele luqoqwe ngokubheka komuntu nokungena kwedatha ngesandla.  Umsebenzi oyinkimbinkimbi kakhulu, owenziwe ngokweqile cishe ngeke uthutheke kalula kunomsebenzi olula. Ngakolunye uhlangothi, ukuhlehla komugqa okuguquguqukayo okuguquguqukayo kungathwalwa kalula kangangokuthi, uma kudingekile, kungenziwa ngisho nangesandla. Ngakolunye uhlangothi kukhona amamodeli angenziwa kabusha kuphela ngokufana ncamashi nokwakhiwa komklami wokuqala, okwenza kube nzima ukuwasebenzisa kabusha noma ukuwalingisa ngokwesayensi.  Kungase kube nokwenzeka ukuvuselela imininingwane yezibonelo zokuqeqeshwa ngazinye kusuka kusethi yokuqeqeshwa yemodeli yokufunda yomshini efakwe ngokweqile. Lokhu kungase kungabi kuhle uma, ngokwesibonelo, idatha yokuqeqeshwa ihlanganisa imininingwane ebucayi ekhomba umuntu (PII). Lesi simo siphinde silethe izinkinga emkhakheni wobuhlakani bokufakelwa kanye namalungelo obunikazi, nabathuthukisi bezinhlobo ezithile zokufunda okujulile okufana ne-Stable Diffusion ne-GitHub Copilot bemangalelwa ngokwephula amalungelo obunikazi ngoba lezi zinhlobo zitholakale zikwazi ukukhiqiza kabusha izinto ezithile ezinamalungelo obunikazi kusuka kwimininingwane yazo yokuqeqesha.
Imiphumela engaba khona yokufakwa ngokweqile yile: - ukusebenza kabi kweqoqo lokuqinisekisa. - umsebenzi overfitted kungenzeka ukucela ulwazi olwengeziwe mayelana into ngayinye e dataset yokuqinisekisa. - Ukusebenza ngokweqile cishe ngeke kube nokuthuthwa kalula kunalokho okulula. - kungenzeka ukuvuselela imininingwane yezibonelo zokuqeqeshwa ngazinye kusuka kusethi yokuqeqeshwa yemodeli yokufunda yomshini efakwe ngokweqile.