Ukuthuthuka okusheshayo kolwazi lwekhompuyutha noma lwedijithali kubangele umthamo omkhulu wolwazi nedatha. Imininingo egciniwe yombhalo, okungamaqoqo amakhulu amadokhumenti avela emithonjeni eminingi, ihlanganisa nenani elikhulu lolwazi olufinyelelekayo.
Imininingo egciniwe yombhalo ithuthuka ngokuqhubekayo ngenxa yenani elikhulayo lolwazi olutholakala ngendlela ye-elekthronikhi. Ngaphezulu kuka-80% wolwazi lwamanje lusesimweni sedatha engahlelekile noma enesakhiwo esincane.
Izindlela zendabuko zokuthola ulwazi ziyangenelela kumthamo olokhu ukhula wedatha yombhalo. Ngenxa yalokho, Ukuhlelwa Kombhalo sekuzuze ukuduma.
Ukutholwa kwamaphethini amukelekayo nokuhlaziywa kwamadokhumenti ombhalo kusuka kumthamo omkhulu wedatha kuwubunzima obuyinhloko ezinkambini zohlelo lokusebenza zomhlaba wangempela. Bekukade kuyinqubo eyinkimbinkimbi futhi ebizayo njengoba ukuhlunga ngokuzenzela idatha kuthathe isikhathi nezinsiza.
Izindlela Zokuhlukanisa Umbhalo zibonise ukuthi ziyinketho enhle yombhalo osheshayo, ongabizi kakhulu, futhi okhulayo ukwakheka kwedatha.
Amamodeli okuhlelwa kombhalo asetshenziswa yinani elandayo lezinkampani ukuze kusingathwe ngempumelelo isikhukhula esikhula njalo sedatha engahlelekile.
Kulokhu okuthunyelwe, sizobheka ukuhlukaniswa kombhalo, amamodeli angcono kakhulu okuhlukanisa umbhalo, nokunye okuningi.
Ngakho, kuyini ukuhlukaniswa kombhalo?
Ukuhlukaniswa kombhalo kuyinqubo yokuhlela, ukuhlela, nokuhlunga umbhalo ube umkhakha owodwa noma ngaphezulu. Ukuhlukaniswa kombhalo kusetshenziswa ezimweni ezehlukene, okuhlanganisa amaphepha omthetho, ucwaningo lwezokwelapha namafayela, kanye nokuhlolwa komkhiqizo okuyisisekelo.
Izinkampani zikhokha izigidi ukuze zikhiphe imininingwane eminingi ngangokunokwenzeka kudatha.
Kubalulekile ukuthola izindlela ezintsha zokusebenzisa idatha yombhalo/idokhumenti njengoba zivame kakhulu kunezinye izinhlobo zedatha. Ngenxa yokuthi idatha ayihlelekile ngokwemvelo futhi iyinsada, ukuyihlela ngezindlela ezigayekayo kungakhuphula kakhulu ukubaluleka kwayo.
Amamodeli okuhlukaniswa kombhalo angcono kakhulu
1. I-Google Cloud NLP
I-Google Cloud NLP isethi yamathuluzi okuhlaziya umbhalo angakusiza ukuthi ubone imininingwane kudatha engahlelekile. I-Google Cloud NLP (ukucubungula ulimi lwemvelo) iyisinqumo esihle kakhulu samabhizinisi okwamanje agcina idatha ku-Google Cloud futhi afisa ukuhlanganisa nezinhlelo zokusebenza ze-Google.
Bahlinzeka ngamamodeli alungele ukusetshenziswa ukuhlaziywa kwemizwa, ukukhishwa kwebhizinisi, ukuhlukaniswa kokuqukethwe, nokuhlaziywa kwe-syntax.
Isibonelo, ithuluzi lokuhlukanisa okuqukethwe likuvumela ukuthi uhlukanise amadokhumenti ngamaqembu ahlukene angaphezu kuka-600.
Uma udinga imodeli yokuhlukanisa ehambisana nesimo esithile sokusetshenziswa, ungasebenzisa i-AutoML Natural Language, ekuvumela ukuthi uthuthukise izixazululo ezenziwe ngokwezifiso usebenzisa izigaba zakho ezichazwe ngaphambilini.
2. Ukuqonda kwe-Amazon
I-Amazon Comprehend iphathwa ngokuphelele yi-Amazon, ngakho-ke awekho amaseva ayimfihlo adingekayo. Ngaphezu kwalokho, ama-API aqeqeshwe ngaphambilini ayatholakala, ngaphandle kokuthi i-AutoML ikuvumela ukuthi wakhe amamodeli akho okumba umbhalo.
Ihlinzeka ngama-API okulula ukuwasebenzisa ezinhlelweni zakho zokusebenza.
Ama-API okuhlaziya imizwa, ukuhlonza ulimi, kanye ne-API yokuhlukanisa ngokwezifiso iyatholakala ukuze ikusize ekuthuthukiseni amamodeli okuhlukanisa umbhalo ahambisana nezidingo zebhizinisi lakho.
Ukuze wakhe imodeli yangokwezifiso, awudingi ukufunda imishini isipiliyoni noma amakhono amakhulu wokubhala amakhodi.
Kuyinzuzo kumabhizinisi afuna isofthiwe ephethwe, ukufakwa okulula, namamodeli akhiwe ngaphambilini.
3. ImfeneFunda
I-MonkeyLearn iyithuluzi eliyinkimbinkimbi lokuhlukanisa umbhalo lokuhlola yonke idatha yakho yombhalo engahlelekile, okuhlanganisa imibhalo, izimpendulo zenhlolovo, social media, ukubuyekezwa kwe-inthanethi, nempendulo yekhasimende.
Izindlela zokucubungula ulimi lwemvelo (NLP) neziyinkimbinkimbi umshini wokufunda ama-algorithms vumela isofthiwe ukuthi ifunde imibhalo njengomuntu. Ungaqiniseka ukuthi ukuhlaziya kwakho kuzoba okunembile ngenxa yalokho.
Ungakwazi ukulayisha idatha ngokuqondile ku-MonkeyLearn noma uxhumane ngokushesha ne-Google AmaSpredishithi, i-Excel, i-Zendesk, i-Zapier, nezinye izinhlelo.
Ukufunda ngomshini okunamandla kweMonkeyLearn kwenza kube lula ukudala imodeli yakho. Futhi ngokubhala ngekhodi okuncane kakhulu, ungaxhuma ama-API kuzo zonke izilimi ezinkulu.
4. Heat Intelligence
I-Heat iyisevisi yefu yobuhlakani obufunekayo, enikezela ngezinsizakalo zokuqonda ngesikhathi sangempela ngefu elixubile labantu ne-AI.
Ukushisa kuphatha imisebenzi yedijithali ehlanganisa ukuqoqwa kwedatha, ukuhlukanisa umbhalo nokulinganisa, ukulebula idatha, ama-chatbots nezingxoxo, ukuhlela izithombe, nokunye.
Isixuku sabantu sesikhathi sangempela sicubungula imisebenzi emisha, kuyilapho i-AI ifundiswa ngedatha eqoqiwe.
Ngisho nasemisebenzini entekenteke kakhulu nedidayo, indlela ye-hybrid iqinisekisa ukunemba okuphezulu kakhulu.
5. IBM Watson
I-IBM Watson iyinkundla enamafu amaningi ehlanganisa amakhono ahlukahlukene we-AI wokuhlukanisa idatha yebhizinisi.
Onjiniyela bangasebenzisa I-Natural Language Classifier ukuze badale amamodeli okuhlukanisa ngokwezifiso ukuze bathole amatimu kudatha. Ungakwazi ukuqeqesha imodeli ngaphansi kwamaminithi angu-15 (akukho umuzwa wangaphambilini wokufunda ngomshini odingekayo) futhi ngokushesha ufake amamodeli kuzinhlelo zakho zokusebenza usebenzisa i-API.
I-Watson iphinde inikeze isisombululo sokuhlaziya umbhalo esakhelwe ngaphambili esibizwa ngokuthi Ukuqonda Ulimi Lwemvelo, esingasetshenziswa ukuthola imizwa, imizwa, kanye nezigaba embhalweni.
Ifaneleka kakhulu izinhlangano ezinkulu ezinonjiniyela bangaphakathi ezifisa ukuthuthukisa amamodeli ezimayini zombhalo ezikhethekile kakhulu.
Izicelo
Kunokusetshenziswa okuningi okuhlukene kokuhlukaniswa kombhalo. Ezinye izinhlelo zokusebenza ezijwayelekile zifaka:
- Ukuqashelwa kolimi, okufana ne ukuhumusha nge-Google
- Iminyaka yabasebenzisi abangaziwa kanye nobunikazi bobulili
- Ukumaka okuqukethwe ku-inthanethi
- Ukutholwa kogaxekile kwe-imeyili
- Ukuhlaziya imizwa yokubuyekeza ku-inthanethi
- Ubuchwepheshe bokuqaphela inkulumo busetshenziswa kubasizi ababonakalayo njenge-Siri ne-Alexa.
- Amadokhumenti anamalebula esihloko, njengamaphepha ocwaningo
Isiphetho
Amathuluzi okuhlukanisa umbhalo akuvumela ukuthi uhlele idatha ngesihloko, imizwa, inhloso, nokuningi.
Zikuvumela ukuthi wenze ngokuzenzakalelayo izinqubo ezidla isikhathi ezifana nokulebula ama-imeyili angenayo kanye nomzila wezicelo zokusekelwa kwamakhasimende, kuyilapho zikunikeza imininingwane ebalulekile yalokho abathengi abakucabangayo ngenkampani yakho.
Ukuzenzakalela kokuhlelwa kombhalo kulula kunalokho ucabanga, ngenxa yezinhlaka zomthombo ovulekile kanye nobuchwepheshe be-SaaS obutholakala ngama-API.
shiya impendulo