Ukuhambela phambili ngokukhawuleza kolwazi lwekhompyutha okanye lwedijithali kubangele umthamo omkhulu wolwazi kunye neenkcukacha. Ugcino lwedatha, oluyingqokelela enkulu yamaxwebhu asuka kwimithombo emininzi, lubandakanya isixa esikhulu solwazi olufikelelekayo.
Oovimba beenkcukacha zombhalo bayaphuhliswa ngokuthe gqolo ngenxa yokunyuka kolwazi olufumaneka kwifomu yombane. Ngaphezulu kwe-80% yolwazi lwangoku lukwimo yolwazi olungacwangciswanga okanye olungacwangciswanga.
Iindlela zokufumana ulwazi lwemveli ziya zingonelanga kumthamo osoloko ukhula wedatha yokubhaliweyo. Ngenxa yoko, uHlelo lokubhaliweyo lufumene ukuthandwa.
Ukufunyaniswa kweepateni ezamkelekileyo kunye nohlalutyo lwamaxwebhu esicatshulwa ukusuka kwimithamo emikhulu yedatha yinkinga ephambili kwiinkalo zesicelo zehlabathi lokwenene. Yayikade iyinkqubo entsonkothileyo kwaye ineendleko ezinkulu kuba ukuhlenga-hlengiswa kwedatha kuthatha ixesha kunye nezibonelelo.
Iindlela zoHlelo lweTeksti lubonise ukuba lukhetho oluhle lokukhawuleza, olunexabiso eliphantsi, kunye nombhalo okhawulezayo. Ubume bedatha.
Iimodeli zokuhlela umbhalo ziqeshwa linani elandayo leenkampani ukuphatha ngempumelelo izandyondyo zedatha ezingacwangciswanga.
Kule posi, siza kujonga kuhlelo lokubhaliweyo, ezona modeli zibalaseleyo zokuhlelwa kweetekisi, nokunye okuninzi.
Ke, yintoni ulwahlulo lwesicatshulwa?
Ukuhlelwa kwesicatshulwa yinkqubo yokulungelelanisa, ukuyila, kunye nokuhluza okubhaliweyo kuhlelo olunye okanye ngaphezulu. Ukuhlelwa kombhalo kusetyenziswa kwiimeko ezahlukeneyo, kubandakanywa amaphepha omthetho, uphando lwezonyango kunye neefayile, kunye novavanyo olusisiseko lwemveliso.
Iinkampani zihlawula izigidi ukuze zikhuphe ulwazi oluninzi kangangoko kunokwenzeka kwidatha.
Kubalulekile ukufumana iindlela ezintsha zokusebenzisa isicatshulwa/idata yoxwebhu kuba zixhaphake kakhulu kunezinye iindlela zedatha. Ngenxa yokuba idatha ingacwangciswanga kwaye ininzi, ukuyicwangcisa ngeendlela zokwetyisa kunokunyusa kakhulu ixabiso layo.
Imifuziselo yokuhlelwa kweetekisi
1. Google Cloud NLP
I-Google Cloud NLP yiseti yezixhobo zokuhlalutya isicatshulwa ezinokukunceda ukuchonga ukuqonda kwidatha engacwangciswanga. ILifu likaGoogle NLP (ukusetyenzwa kolwimi lwendalo) lolona khetho lubalaseleyo kumashishini agcina idatha ngoku kwiLifu likaGoogle kwaye anqwenela ukudibanisa neeapps zikaGoogle.
Banikezela ngeemodeli ezilungele ukusetyenziswa Uhlalutyo lweemvakalelo, ukutsalwa kwezinto ezikhoyo, ukuhlelwa komxholo, kunye nohlalutyo lwesintaksi.
Umzekelo, isixhobo sokuhlela umxholo sikuvumela ukuba uhlele amaxwebhu abe ngamaqela angaphezu kwama-600 awohlukeneyo.
Ukuba ufuna imodeli yohlelo olufanelekileyo kwimeko ethile yokusetyenziswa, ungasebenzisa i-AutoML Natural Language, ekuvumela ukuba uphuhlise izisombululo ezilungiselelweyo usebenzisa iindidi zakho ezichazwe kwangaphambili.
2. Amazon Comprehend
IAmazon Comprehend iphathwa ngokupheleleyo yiAmazon, ke ngoko akukho ziseva zabucala ezifunekayo. Ngaphezu koko, ii-API eziqeqeshwe kwangaphambili ziyafumaneka, nangona i-AutoML ikuvumela ukuba wakhe imodeli yakho ye-text-mining.
Ibonelela ngee-APIs ezilula ukuzifaka kwiiapps zakho.
Ii-APIs zohlalutyo lweemvakalelo, ukuchongwa kolwimi, kunye ne-API yokuhlela ngokwesiko iyafumaneka ukukunceda ekuphuhliseni imodeli yokuhlelwa kwesicatshulwa elungiselelwe iimfuno zakho zoshishino.
Ukwakha imodeli yesiko, awudingi nayiphi na yokufunda umatshini amava okanye izakhono zokubhala iikhowudi.
Kuyinzuzo kumashishini afuna isoftware elawulwayo, ufakelo olulula, kunye neemodeli ezakhiwe kwangaphambili.
3. UNkawuFunda
IMonkeyLearn sisixhobo esiphucukileyo sokwahlulahlula isicatshulwa sokuvavanya yonke idatha yakho yeteksti engacwangciswanga, kubandakanya amaxwebhu, iimpendulo zophando, Imidiya yokuncokola, uphononongo lwe-intanethi, kunye nengxelo yabathengi.
Ubuchule bokucwangcisa ulwimi lwendalo (NLP) kunye nobunzulu umatshini wokufunda iialgorithms yenza isoftware ifunde izicatshulwa njengomntu. Unokuqiniseka ukuba uhlalutyo lwakho luya kuchaneka ngenxa yoko.
Ungalayisha ngokuthe ngqo idatha kwiMonkeyLearn okanye uqhagamshele ngokukhawuleza ngeGoogle Sheets, Excel, Zendesk, Zapier, kunye nezinye iinkqubo.
Ukufunda koomatshini abanamandla beMonkeyLearn kwenza kube lula ukwenza imodeli yakho. Kwaye ngekhowudi encinci kakhulu, unokudibanisa ii-APIs kuzo zonke iilwimi eziphambili.
4. Ubushushu Intelligence
Ubushushu yinkonzo yelifu kubukrelekrele obufunwayo, ebonelela ngeenkonzo zokuqonda ngexesha lokwenyani ngelifu elixubeneyo labantu kunye ne-AI.
Ubushushu buphatha imisebenzi yedijithali kubandakanya ukuqokelelwa kwedatha, ukwahlulwa kwesicatshulwa kunye nokumodareyitha, ukuleyibhelishwa kwedatha, ii-chatbots kunye neencoko, ukuhlela umfanekiso, njalo njalo.
Isihlwele sabantu sangempela siqhuba imisebenzi emitsha, ngelixa i-AI ifundiswa kwidatha eqokelelweyo.
Nakweyona misebenzi ibuthathaka kwaye ididayo, ubuchule obuxutyiweyo buqinisekisa ukuchaneka okuphezulu.
5. IBM Watson
I-IBM Watson liqonga elinamafu amaninzi elibandakanya iintlobo ngeentlobo zezakhono ze-AI zokuhlela idatha yenkampani.
Abaphuhlisi banokusebenzisa i-Natural Language Classifier ukwenza imifuziselo yokuhlela ngokwesiko ukufumana imixholo kwidatha. Unokuqeqesha imodeli ngaphantsi kwemizuzu eli-15 (akukho lwazi lwangaphambili lokufunda koomatshini luyimfuneko) kwaye ngokukhawuleza udibanise iimodeli kwiiapps zakho nge-API.
UWatson ukwabonelela ngesisombululo esakhelwe ngaphambili sokuhlalutya okubhaliweyo okubizwa ngokuba yiNatural Language Understanding, enokusetyenziswa ukufumanisa iimvakalelo, iimvakalelo, kunye nokuhlelwa kwesicatshulwa.
Ifaneleka kakhulu kumashishini amakhulu aneenjineli zangaphakathi ezinqwenela ukuphuhlisa imodeli ye-hyper-specialized text mining.
izicelo
Kukho iindlela ezininzi zokusetyenziswa kokuhlelwa kweetekisi. Ezinye izicelo eziqhelekileyo ziquka:
- Ukuqondwa kolwimi, okufana ne Isiguquleli sikaGoogle
- Abasebenzisi abangaziwayo ubudala kunye nesazisi sesini
- Ukuthegiswa komxholo we-Intanethi
- Ukufunyanwa kwe-spam ye-imeyile
- Uhlalutyo lweemvakalelo zokuphononongwa kwi-Intanethi
- Itekhnoloji yokuqaphela intetho isetyenziswa kubancedisi abanjengoSiri kunye ne-Alexa.
- Amaxwebhu aneelebhile zezihloko, ezifana namaphepha ophando
isiphelo
Izixhobo zokuhlela umbhalo zikuvumela ukuba uhlele idatha ngomxholo, uvakalelo, injongo, kunye nokunye.
Bakwenza ukuba ukwazi ukuzenzela iinkqubo ezithatha ixesha ezinje ngokubhala ii-imeyile ezingenayo kunye nokuthumela izicelo zenkxaso yabathengi, ngelixa zikwabonelela ngolwazi olubalulekileyo kwinto ecingwa ngabathengi malunga nenkampani yakho.
Ukuzenzekela kokuhlelwa kombhalo kulula kunokuba ucinga, ngenxa yesikhokelo somthombo ovulekileyo kunye nobuchwepheshe be-SaaS obufumaneka ngee-APIs.
Shiya iMpendulo