I-ChatGPT ngumzekelo omangalisayo wolwimi lwengqondo eyenziweyo. Sonke siyisebenzisela ukusinceda kwimisebenzi eyahlukahlukeneyo.
Ngaba wakha wazibuza ukuba yaqeqeshwa njani ukuze ivelise iimpendulo ezibonakala ngathi zinobuntu? Kweli nqaku, siza kuphonononga uqeqesho lwe-ChatGPT.
Siza kuchaza indlela ethe yavela ngayo enye yezona zibalaseleyo iimodeli zolwimi. Njengoko sijonga ilizwe elinomdla le-ChatGPT, yiza kuhambo lokufumanisa.
Isishwankathelo soQeqesho
I-ChatGPT ngumzekelo wokulungisa ulwimi lwendalo.
Nge-ChatGPT, sinokubandakanyeka kwiingxoxo ezisebenzisanayo kunye neengxoxo ezifana nezomntu. Isebenzisa indlela efanayo naleyo ye Yalela i-GPT, oluyimodeli yolwimi ekumgangatho ophezulu. Yaphuhliswa kungekudala ngaphambi kweChatGPT.
Isebenzisa indlela ebandakanya ngakumbi. Oku kwenza ukusebenzisana kwabasebenzisi bendalo. Ke, sisixhobo esigqibeleleyo kwiinkqubo ezahlukeneyo ezinje ngee-chatbots kunye nabancedisi benyani.
Inkqubo yoqeqesho yeChatGPT yinkqubo enamanqanaba amaninzi. I-Generative Pretraining linyathelo lokuqala kuqeqesho lwe-ChatGPT.
Kwesi sigaba, imodeli iqeqeshwa kusetyenziswa ikhorasi enkulu yedatha yokubhaliweyo. Emva koko, imodeli ifumanisa ulungelelwaniso lwamanani kunye neepateni ezifumaneka kulwimi lwendalo. Ngoko ke, sinokuba nempendulo echanekileyo nehambelanayo ngokwegrama.
Emva koko silandela inyathelo lokulungisa kakuhle. Kule nxalenye, imodeli iqeqeshelwa umsebenzi othile. Umzekelo, inokwenza inguqulelo yolwimi okanye iphendule imibuzo.
Okokugqibela, i-ChatGPT isebenzisa ukufundwa komvuzo kwingxelo yomntu.
Ngoku, makhe sihlolisise la manyathelo.
Generative Pretraining
Inqanaba lokuqala loqeqesho yiGenerative Pretraining. Yindlela eqhelekileyo yoqeqesho kwiimodeli zolwimi. Ukudala ulandelelwano lwamathokheni, indlela isebenzisa "i-paradigm yokuqikelela inyathelo elilandelayo".
Ingaba ithetha ntoni?
Ithokheni nganye iguquguqukayo ekhethekileyo. Zimela igama okanye inxalenye yegama. Imodeli izama ukufumanisa ukuba leliphi igama ekulindeleke ukuba lize ngokulandelayo xa linikwe amagama aphambi kwalo. Isebenzisa unikezelo olunokwenzeka kuyo yonke imiqathango ngokulandelelana kwayo.
Injongo yemizekelo yolwimi kukwenza ulandelelwano lweethokheni. Olu landelelwano malubonise iipateni kunye nezakhiwo zolwimi lomntu. Oku kunokwenzeka ngeemodeli zoqeqesho kumthamo omkhulu wedatha yokubhaliweyo.
Emva koko, le datha isetyenziselwa ukuqonda indlela amagama ahanjiswa ngayo kulwimi.
Ngexesha loqeqesho, imodeli itshintsha iiparamitha zokusabalalisa okunokwenzeka.
Kwaye, izama ukunciphisa umahluko phakathi kolwabiwo olulindelekileyo kunye nolwenyani lwamagama kwisicatshulwa. Oku kunokwenzeka ngokusetyenziswa komsebenzi wokulahlekelwa. Umsebenzi welahleko ubala umahluko phakathi konikezelo olulindelekileyo kunye nolwenyani.
Ukulungiswa kolwimi lwendalo kwaye umbono wekhompyutha yenye yeendawo apho sisebenzisa iGenerative Pretraining.
Umba woLungelelwaniso
Ingxaki yokulungelelanisa yenye yobunzima kwi-Generative Pretraining. Oku kubhekiselele kubunzima bokuthelekisa unikezelo lomzekelo onokwenzeka kunikezelo lwedatha eyiyo.
Ngamanye amazwi, iimpendulo eziveliswe yimodeli kufuneka zifane nomntu.
Imodeli ngamanye amaxesha inokubonelela ngeempendulo ezingalindelekanga okanye ezingafanelekanga. Kwaye, oku kunokubangelwa zizizathu ezahlukeneyo, ezinje ngoqeqesho lwedatha okanye ukunqongophala kolwazi lomxholo. Ingxaki yolungelelwaniso kufuneka iqwalaselwe ukuphucula umgangatho wemizekelo yolwimi.
Ukoyisa lo mba, imifuziselo yolwimi efana ne-ChatGPT isebenzisa iindlela zokulungisa kakuhle.
ULungelo oluLungileyo oluLawulwayo
Inxalenye yesibini yoqeqesho lwe-ChatGPT iphantsi kweliso lokulungisa kakuhle. Abaphuhlisi babantu babandakanyeka kwiingxoxo okwangoku, besebenza njengabasebenzisi bomntu kunye ne-chatbot.
Ezi ntetho zirekhodwa kwaye zidityaniswe kwidathasethi. Isampulu yoqeqesho nganye ibandakanya imbali yencoko eyahlukileyo edityaniswa nempendulo elandelayo yomphuhlisi womntu osebenza njenge "chatbot".
Injongo yokulungiswa kakuhle okuphantsi kweliso kukwandisa amathuba okunikezelwa ngokulandelelana kwamathokheni kwimpendulo ehambelanayo yimodeli. Le ndlela yaziwa ngokuba "kukufunda ngokulinganisa" okanye "ukuziphatha ngendlela eyiyo."
Ngale ndlela imodeli inokufunda ukubonelela ngeempendulo ezivakalayo zendalo kunye nezihambelanayo. Iphinda-phinda iimpendulo ezinikwe ngoonokontraka abangabantu.
Ulungiso olucokisekileyo olugadwayo kulapho imodeli yolwimi inokulungiswa khona ukwenzela umsebenzi othile.
Masenze umzekelo. Masithi sifuna ukufundisa i-chatbot ukunika iingcebiso zemuvi. Siza kuqeqesha imodeli yolwimi ukuba iqikelele iireyithingi zemuvi esekwe kwiinkcazo zemuvi. Kwaye, siya kusebenzisa isethi yedatha yeenkcazo zemuvi kunye nokulinganisa.
I-algorithm ekugqibeleni yayiza kubona ukuba yeyiphi imiba ye-movie ehambelana nemilinganiselo ephezulu okanye embi.
Emva kokuba iqeqeshiwe, sinokusebenzisa imodeli yethu ukucebisa iimuvi kubasebenzisi abangabantu. Abasebenzisi banokuchaza ifilimu abayithandayo, kwaye i-chatbot iya kusebenzisa imodeli yolwimi ephuculweyo ukucebisa iifilimu ezininzi ezinokuthelekiswa nayo.
Unyino lokuLawula: IShift yokusasaza
Uhlengahlengiso olujongiweyo kukufundisa imodeli yolwimi ukwenza usukelo olukhethekileyo. Oku kunokwenzeka ngokutyisa imodeli a idathasethi kwaye emva koko uyiqeqeshe ukwenza uqikelelo. Le nkqubo, nangona kunjalo, inemida eyaziwa ngokuba "zithintelo zolawulo."
Esinye sezi zithintelo "yinguqu yokusasazwa". Ibhekisa kwinto enokwenzeka yokuba idatha yoqeqesho isenokungabonisi ngokuchanekileyo ukuhanjiswa kwehlabathi lokwenyani kwamagalelo anokuthi imodeli ihlangane nayo.
Makhe sihlolisise umzekelo osekuqaleni. Kumzekelo wesiphakamiso somboniso bhanya-bhanya, iseti yedatha esetyenziselwa ukuqeqesha imodeli inokungabonisi ngokuchanekileyo iindidi zeemuvi kunye nezinto ezikhethwa ngumsebenzisi ezinokuthi zihlangane ne-chatbot. I-chatbot isenokungasebenzi kakuhle njengoko besinokufuna.
Ngenxa yoko, idibana namagalelo ahlukileyo kulawo iwabonileyo ngexesha loqeqesho.
Kwizifundo ezibekwe esweni, xa imodeli iqeqeshwa kuphela kwiimeko ezithile, le ngxaki ivela.
Ukongeza, imodeli inokwenza ngcono xa ijongene notshintsho losasazo ukuba ukufunda okomeleza kusetyenziselwa ukukunceda ukulungelelanisa iimeko ezintsha kwaye ufunde kwiimpazamo zayo.
Ngokusekwe kwiZikhethwayo, ukuFundisa ngeMvuzo
Ukufunda ngembuyekezo linqanaba lesithathu loqeqesho ekuphuhliseni i-chatbot. Kwimfundo yomvuzo, imodeli ifundiswa ukwandisa umqondiso womvuzo.
Ngamanqaku abonisa indlela imodeli ewenza ngayo umsebenzi ngempumelelo. Umqondiso womvuzo usekelwe kwigalelo elivela kubantu abalinganisa okanye abavavanya iimpendulo zemodeli.
Ukufunda ngomvuzo kujolise ekuphuhliseni i-chatbot evelisa iimpendulo ezikumgangatho ophezulu ezikhethwa ngabasebenzisi babantu. Ukwenza oku, inkqubo yokufunda ngomatshini ebizwa ukufunda okomeleza-okubandakanya ukufunda kwiingxelo ngendlela yemivuzo-isetyenziselwa ukuqeqesha imodeli.
I-chatbot iphendula imibuzo yabasebenzisi, umzekelo, ngokuxhomekeke ekubambeni kwayo ngoku komsebenzi, enikezelwa kuyo ngexesha lokufunda ngomvuzo. Umqondiso womvuzo unikwa ngokusekwe kwindlela esebenza ngayo i-chatbot xa iimpendulo zivavanyiwe ngabagwebi abangabantu.
Lo mqondiso womvuzo usetyenziswa yi-chatbot ukulungisa izicwangciso zayo. Kwaye, kwandisa ukusebenza komsebenzi.
Eminye imida kwiMfundo yoMvuzo
Isithintelo sokufunda ngomvuzo kukuba impendulo kwiimpendulo ze-chatbot isenokungafiki kangangexesha elithile kuba umqondiso womvuzo unokuba mbalwa kwaye ulibaziseke. Ngenxa yoko, kunokuba ngumceli mngeni ukuqeqesha ngempumelelo i-chatbot kuba isenokungafumani ngxelo kwiimpendulo ezithile kude kube kamva.
Omnye umba ngowokuba abagwebi abangabantu banokuba neembono ezahlukeneyo okanye ukutolika kwento eyenza impendulo eyimpumelelo, enokukhokelela kumkhethe kumqondiso womvuzo. Ukunciphisa oku, ihlala isetyenziswa ngabagwebi abaninzi ukuhambisa umqondiso womvuzo othembeke ngakumbi.
Lisiphathele Ntoni Ikamva?
Kukho amanyathelo anokubakho exesha elizayo okuphucula ngakumbi ukusebenza kwe-ChatGPT.
Ukwandisa imodeli yokuqonda, enye indlela enokubakho yexesha elizayo kukubandakanya iiseti zedatha yoqeqesho kunye nemithombo yedatha. Ukuphucula amandla omfuziselo wokuqonda kunye nokuthathela ingqalelo amagalelo angengowombhalo kunokwenzeka ngokunjalo.
Umzekelo, imizekelo yolwimi inokuqonda okubonwayo okanye izandi.
Ngokubandakanya ubuchule boqeqesho oluthile I-ChatGPT inokuphuculwa kwimisebenzi ethile. Umzekelo, inokusebenza Uhlalutyo lweemvakalelo okanye imveliso yolwimi lwendalo. Ukuqukumbela, i-ChatGPT kunye neemodeli zolwimi ezinxulumene nazo zibonisa isithembiso esikhulu sokuqhubela phambili.
Shiya iMpendulo