Zeziphi ezinye iindlela zokusetyenzwa kwedatha yakho?

Iindlela ezizezinye zokuSebenzisa iDatha yoMntu kwiiNkcukacha zoVavanyo

Xa kuziwa ekuvavanyeni nasekuhlalutyeni idatha, idatha yomntu ingaba yinto ebalulekileyo. Nangona kunjalo, ukusebenzisa idatha yobuqu kuza neziphumo zomthetho nezokuziphatha ekufuneka ziqwalaselwe. Kweli nqaku, siza kuphonononga ezinye iindlela zokusebenzisa idatha yobuqu njengedatha yovavanyo.

Ukhetho loku-1: Phonononga iindlela ezizezinye

Inketho yokuqala kukuhlola ezinye iindlela zokufumana iziphumo ezifanayo ngaphandle kokusebenzisa idatha yomntu. Oku kunokubandakanya ukusetyenziswa kwedatha efumaneka esidlangalaleni okanye ukudala ukulinganisa okulinganisa ukuziphatha kwedatha yelizwe lokwenyani. Nangona oku kungasoloko kusenzeka, kuyafaneleka ukuba kuqwalaselwe ngaphambi kokuba usebenzise iinkcukacha zobuqu.

Ukhetho lwesi-2: Sebenzisa iDatha yoNxibelelwano

Enye inketho kwidatha yomntu yidatha yokwenziwa. Oku kubandakanya ukwenza iiseti zedatha eziyilelwe ukulinganisa idatha yelizwe lokwenyani, kodwa aziqulathanga naluphi na ulwazi lomntu. Idatha ye-synthetic inokudalwa kusetyenziswa ubuchule obahlukeneyo, obufana nothungelwano lwe-adversarial networks (GANs) okanye amahlathi angaqhelekanga. Ngelixa idatha yokwenziwa ayinakuphinda iphindaphinde idatha yelizwe lokwenyani, isenokuba luncedo ekuvavanyeni nasekuhlalutyeni.

Indlela yesi-3: Susa amagama eenkcukacha

Inketho yesithathu kukusebenzisa idatha engaziwa ngokupheleleyo. Oku kubandakanya ukususa lonke ulwazi lomntu kwiseti yedatha, ukuze ingaphinde isetyenziswe ukuchonga abantu. Ukungaziwa kungaphunyezwa ngobuchule obufana nokufihla idatha, apho idatha enovakalelo itshintshwa ngedatha engavakaliyo, okanye ukuhlanganiswa, apho idatha idityaniswa ndawonye ukunqanda ukuchongwa kwabantu. Nangona ukungaziwa kungasebenza, kubalulekile ukuqaphela ukuba kukho umngcipheko wokuphinda uchongwe ukuba idatha ayichazwanga ngokufanelekileyo.

isiphelo

Ukusebenzisa idatha yobuqu njengedatha yovavanyo iza nemingcipheko yezomthetho neyokuziphatha, kodwa kukho iindlela ezizezinye ezikhoyo. Ngokuphonononga ezinye iindlela, usebenzisa idatha yokwenziwa, okanye ukungaziwa kwedatha, kunokwenzeka ukuvavanya kunye nokuhlalutya idatha ngaphandle kokuphazamisa ubumfihlo babantu. Kubalulekile ukukhetha ukhetho oluhambelana kakuhle nenjongo yedatha, kunye nokuqinisekisa ukuba zonke iingqalelo zomthetho nezokuziphatha zithathelwa ingqalelo.