Eminyakeni emithathu edlule, ngavakashela umbukiso wobuciko othakazelisayo. I-"Memoirs Machine" ka-Refik Anadol yavusa intshisekelo yami kusukela ekuqaleni.
Uyigama elidumile phakathi kwalabo abathanda ukuhlangana kobuciko kanye ne-AI. Kodwa ungakhathazeki, le bhulogi ayiphathelene nobuciko. Sizocubungula “imibono” ejulile ye-AI.
Kulo mbukiso, u-Anadol ubezama ngawo Isithombe sokuhlola isikhala se-NASA. Lo mbukiso ugqugquzelwe umbono wokuthi izibonakude “zingaphupha” zisebenzisa inqolobane yazo ebonwayo, zifiphaze imingcele phakathi kweqiniso nomcabango.
Ngokuphenya ubudlelwano phakathi kwedatha, inkumbulo, nomlando esikalini se-cosmic, u-Anadol ubesicela ukuthi sicabangele amandla ukuhlakanipha okungekhona okwangempela ukubona kanye nokuqonda umhlaba osizungezile. Futhi ngisho ne-AI ukuba namaphupho ayo...
Ngakho, kungani lokhu kubalulekile kithi?
Cabanga ngalokhu: njengoba u-Anadol aphenya ngomqondo wezibonakude eziphuphayo kudatha yazo, amasistimu e-AI anohlobo lwawo lwamaphupho—noma kunalokho, imibono engekho—ngaphakathi kwamabhange enkumbulo yedijithali.
Lezi mibono, njengokubonwayo embukisweni we-Anadol, zingasisiza sifunde kabanzi mayelana nedatha, i-AI, kanye nemikhawulo yakhona.
Ayini ngempela ama-allucinations e-AI?
Uma imodeli yolimi enkulu, njenge-chatbot ye-AI ekhiqizayo, ikhiqiza imiphumela enamaphethini angekho noma angabonakali kubantu ababukele, sikubiza ngokuthi “Imibono ye-AI."
Le miphumela, ehluke empendulweni elindelekile ngokusekelwe kokokufaka okunikezwe i-AI, ingaba nephutha ngokuphelele noma ingabi nangqondo.
Ngomongo wamakhompyutha, igama elithi "hallucination" lingase libonakale lingavamile, kodwa lichaza ngokunembile uhlamvu oluyinqaba lwale miphumela engalungile. Imibono ye-AI ibangelwa uhla lwezinto eziguquguqukayo, okuhlanganisa ukufaka ngokweqile, ukwenzelela kudatha yokuqeqeshwa, nokuba yinkimbinkimbi kwemodeli ye-AI.
Ukuze uqonde kangcono, lokhu ngokwengqondo kufana nendlela abantu ababona ngayo izimo emafwini noma ebusweni enyangeni.
Isibonelo:
Kulesi sibonelo, ngibuze umbuzo olula kakhulu I-ChatGPT. Bekufanele ngithole impendulo enjengokuthi, "Umbhali wochungechunge lwezincwadi zeDune nguFrank Herbert.".
Kungani Lokhu Kwenzeka?
Naphezu kokuthi yakhelwe ukubhala okuqukethwe okuhambisanayo nokungenamanzi, amamodeli olimi amakhulu awakwazi ukuqonda abakushoyo. Lokhu kubaluleke kakhulu ekunqumeni ukwethembeka kokuqukethwe okukhiqizwa yi-AI.
Nakuba lezi zibonelo zingadala ukusabela okulingisa ukuziphatha komuntu, abanalo ulwazi mayelana nezimo kanye namakhono okucabanga okujulile lokho kusekela ubuhlakani bangempela.
Njengomphumela, imiphumela ekhiqizwe yi-AI igijima engozini yokudukisa noma ingalungile njengoba ithanda amaphethini afanayo kunokunemba kweqiniso.
Yiziphi ezinye izimo ezingase zibe nama-hallucinations?
Ulwazi Olungalungile Oluyingozi: Ake sithi i-chatbot ekhiqizayo ye-AI yenza ubufakazi nobufakazi ukuze isole umuntu osobala ngokuziphatha kobugebengu ngamanga. Lolu lwazi oludukisayo lunamandla okonakalisa isithunzi somuntu futhi lubangele ukuziphindiselela okungenasizathu.
Izimpendulo eziyinqaba noma ezisabekayo: Ukuze unikeze isibonelo esihlekisayo, cabanga nge-chatbot enikeza umsebenzisi umbuzo wesimo sezulu futhi ephendula ngesibikezelo esithi kuzonetha amakati nezinja, kanye nezithombe zamathonsi emvula afana namakati nezinja. Yize zihlekisa, lokhu kusezoba “ukubona izinto ezingekho.”
Ukungalungi Kwamaqiniso: Cabanga ukuthi i-chatbot esekelwe kumodeli yolimi iqamba amanga ukuthi i-Great Wall yase-China ingase ibukwe emkhathini ngaphandle kokuchaza ukuthi ibonakala kuphela ngaphansi kwezimo ezithile. Nakuba le nkulumo ingase ibonakale izwakala kwabanye, ayinembile futhi ingadukisa abantu mayelana nokubona kodonga emkhathini.
Ukugwema Kanjani Ukukhohlisa kwe-AI Njengomsebenzisi?
Yenza imiyalo ecacile
Udinga ukuxhumana namamodeli we-AI ngokucacile.
Cabanga ngezinhloso zakho futhi uklame ukwaziswa kwakho ngaphambi kokubhala.
Ngokwesibonelo, nikeza iziqondiso eziqondile njengokuthi “Chaza ukuthi i-inthanethi isebenza kanjani futhi ubhale isigaba ngokubaluleka kwayo emphakathini wanamuhla” esikhundleni sokubuza imibuzo evamile njengokuthi “Ngitshele nge-inthanethi.”
Ukucacisa kusiza imodeli ye-AI ukuthi ihumushe inhloso yakho.
Isibonelo: Buza imibuzo ye-AI efana nalena:
"Kuyini i-cloud computing, futhi isebenza kanjani?"
"Chaza umthelela wokwehla kwedatha ekusebenzeni kwemodeli."
"Xoxa ngomthelela kanye nekusasa elingaba khona lobuchwepheshe be-VR ebhizinisini le-IT."
Yamukela Amandla Esibonelo
Ukunikeza izibonelo ekwazisweni kwakho kusiza amamodeli e-AI aqonde umongo futhi akhiqize izimpendulo ezinembayo. Kungakhathaliseki ukuthi ufuna imininingwane yomlando noma izincazelo zobuchwepheshe, ukunikeza izibonelo kungasiza ukuthuthukisa ukunemba kokuqukethwe okukhiqizwa yi-AI.
Isibonelo, ungathi, "Yisho amanoveli enganekwane njenge-Harry Potter."
Yephula Imisebenzi Eyinkimbinkimbi
Ukwaziswa okuyinkimbinkimbi kwe-AI algorithms, futhi kungase kuholele emiphumeleni engabalulekile. Ukuze uvimbele lokhu, hlukanisa imisebenzi eyinkimbinkimbi ibe yizicucu ezincane, ezilawulekayo. Ngokuhlela ukwaziswa kwakho ngokulandelana, uvumela i-AI ukuthi igxile engxenyeni ngayinye ngokuzimela, okuholela ezimpendulweni eziningi ezinengqondo.
Isibonelo, esikhundleni sokucela i-AI ukuthi “ichaze inqubo yokudala i- inethiwekhi ye-neural" embuzweni owodwa, hlukanisa umsebenzi ube izigaba ezihlukene njengokuchazwa kwenkinga nokuqoqwa kwedatha.
Qinisekisa Okuphumayo futhi Unikeze Ngempendulo
Njalo hlola kabili imiphumela ekhiqizwe amamodeli e-AI, ikakhulukazi esekelwe eqinisweni noma imisebenzi ebalulekile. Qhathanisa izimpendulo nemithombo ethembekile futhi uqaphele noma yimuphi umehluko noma amaphutha.
Nikeza okokufaka ohlelweni lwe-AI ukuze kuthuthukiswe ukusebenza kwesikhathi esizayo futhi kuncishiswe ukubona izinto ezingekho.
Amasu Onjiniyela Okugwema Ukukhohliswa kwe-AI
Sebenzisa Isizukulwane Esine-Retrieval-Augmented Generation (RAG).
Hlanganisa amasu okwenza ukubuyisa-okungathandwa kwabathelisi esikubona kumasistimu e-AI ukuze usekele izimpendulo emaqinisweni ayiqiniso asuka kusizindalwazi esithembekile.
I-Retrieval-augmented generation (RAG) ihlanganisa ukukhiqizwa kolimi lwemvelo okujwayelekile namandla okuthola nokuhlanganisa ulwazi olufanele oluvela kusizinda solwazi esikhulu, okuholela ekuphumeni okucebile ngokwesimo.
Ngokuhlanganisa okuqukethwe okukhiqizwa yi-AI nemithombo yedatha eqinisekisiwe, ungathuthukisa ukwethembeka nokwethembeka kwemiphumela ye-AI.
Qinisekisa futhi Ugade imiphumela ye-AI Ngokuqhubekayo
Setha izinqubo zokuqinisekisa eziqinile ukuze uqinisekise ukulunga nokuvumelana kwemiphumela ye-AI ngesikhathi sangempela. Qapha ukusebenza kwe-AI ngokucophelela, bheka imibono engase ibe khona noma amaphutha, futhi uphindaphinde ekuqeqesheni okuyimodeli nokwenza ngcono ukukhulisa ukwethembeka ngokuhamba kwesikhathi.
Isibonelo, sebenzisa izinqubo zokuqinisekisa ezizenzakalelayo ukuze uhlole okuqukethwe okukhiqizwa yi-AI ukuze uthole ukunemba kweqiniso futhi ugqamise izimo zokukhohliswa okungaba khona ukuze uhlole mathupha.
Hlola Ukuze uthole Idatha Drift
I-data drift yinto lapho izici zezibalo zedatha esetshenziselwa ukuqeqesha imodeli ye-AI zihluka ngokuhamba kwesikhathi. Uma imodeli ye-AI ihlangabezana nedatha ehluke kakhulu kudatha yayo yokuqeqeshwa ngesikhathi sokuqagela, inganikeza imiphumela engamanga noma engenangqondo, okuholela ekuboneni izinto ezingekho.
Isibonelo, uma imodeli ye-AI iqeqeshwa kudatha edlule engasabalulekile noma engabonisi indawo yamanje, ingase yenze iziphetho ezingalungile noma izibikezelo.
Ngenxa yalokho, ukuqapha nokuxazulula ukuduka kwedatha kubalulekile ekuqinisekiseni ukusebenza nokwethembeka kohlelo lwe-AI kuyilapho kunciphisa amathuba okuba khona kwemibono engemihle.
Isiphetho
Ngokusho kwedatha ye-IBM, ukukhohliswa kwe-AI kwenzeka cishe ku-3% kuya ku-10% wezimpendulo ezivela kumamodeli we-AI.
Ngakho-ke, ngandlela thize, nawe cishe uzozibona. Ngikholwa ukuthi lesi yisihloko esithakazelisa ngendlela emangalisayo ngoba kuyisikhumbuzo esithokozisayo somgwaqo oqhubekayo obheke ekuthuthukiseni amakhono e-AI.
Sithola ukubona nokuhlola ukwethembeka kwe-AI, ubunkimbinkimbi bokucutshungulwa kwedatha, nokusebenzisana kwabantu ne-AI.
shiya impendulo