Kev nce qib nrawm hauv computerized lossis digital cov ntaub ntawv tau ua rau muaj cov ntaub ntawv thiab cov ntaub ntawv ntau heev. Cov ntawv sau cia, uas yog cov ntawv sau ntau heev ntawm cov ntaub ntawv los ntawm ntau qhov chaw, suav nrog ntau cov ntaub ntawv siv tau.
Cov ntawv sau cov ntaub ntawv txuas ntxiv txhim kho vim qhov nce ntawm cov ntaub ntawv muaj nyob hauv daim ntawv hluav taws xob. Ntau tshaj 80% ntawm cov ntaub ntawv tam sim no yog nyob rau hauv daim ntawv ntawm cov ntaub ntawv tsis muaj qauv lossis ib nrab qauv.
Cov txheej txheem muab cov ntaub ntawv qub tau dhau los ua qhov tsis txaus rau cov ntaub ntawv sau ntau ntxiv. Yog li ntawd, Text Classification tau muaj koob meej.
Kev tshawb nrhiav cov qauv tsim nyog thiab kev tshuaj xyuas ntawm cov ntawv sau los ntawm cov ntaub ntawv loj heev yog qhov nyuaj hauv cov ntawv thov tiag tiag hauv ntiaj teb. Nws tau siv los ua cov txheej txheem nyuaj thiab kim vim tias kev txheeb xyuas cov ntaub ntawv siv sijhawm thiab cov peev txheej.
Cov kev faib cov ntawv nyeem tau pom tias yog qhov kev xaiv zoo heev rau kev ceev, nqi-zoo, thiab cov ntawv nyeem tau yooj yim cov qauv ntaub ntawv.
Cov qauv kev faib cov ntawv nyeem tau raug ua haujlwm los ntawm ntau lub tuam txhab kom ua tiav cov dej nyab loj zuj zus ntawm cov ntaub ntawv tsis tsim nyog.
Hauv tsab xov xwm no, peb yuav saib mus rau hauv kev faib cov ntawv nyeem, cov qauv sau ntawv zoo tshaj plaws, thiab ntau ntxiv.
Yog li, dab tsi yog kev faib cov ntawv?
Kev faib cov ntawv nyeem yog cov txheej txheem ntawm kev teeb tsa, kev teeb tsa, thiab lim cov ntawv rau hauv ib lossis ntau qhov kev faib tawm. Kev faib cov ntawv nyeem yog siv ntau yam ntsiab lus, suav nrog cov ntaub ntawv raug cai, kev tshawb fawb txog kev kho mob thiab cov ntaub ntawv, thiab txawm tias cov khoom lag luam ntsuas.
Cov tuam txhab tau them nyiaj ntau lab los rho tawm ntau qhov kev nkag siab ntau li ntau tau los ntawm cov ntaub ntawv.
Nws yog ib qho tseem ceeb los nrhiav txoj hauv kev tshiab los siv cov ntaub ntawv / cov ntaub ntawv vim tias lawv muaj ntau dua li lwm cov ntaub ntawv. Vim hais tias cov ntaub ntawv yog inherently unstructured thiab ntau, npaj nws nyob rau hauv digestible txoj kev yuav ho nce nws nqi.
Cov qauv kev faib cov ntawv zoo tshaj plaws
1. Google Cloud NLP
Google Cloud NLP yog cov cuab yeej tshawb xyuas cov ntawv nyeem uas tuaj yeem pab koj txheeb xyuas kev nkag siab hauv cov ntaub ntawv tsis tsim nyog. Google Cloud NLP (natural language processing) yog qhov kev xaiv zoo tshaj plaws rau cov lag luam uas tam sim no khaws cov ntaub ntawv hauv Google Cloud thiab xav koom nrog Google apps.
Lawv muab cov qauv npaj rau kev siv txoj kev xav hauv nruab siab, qhov chaw extraction, cov ntsiab lus categorization, thiab syntax tsom xam.
Piv txwv li, cov ntsiab lus categorization cov cuab yeej tso cai rau koj los faib cov ntaub ntawv mus rau ntau dua 600 pawg sib txawv.
Yog tias koj xav tau cov qauv kev faib tawm uas haum rau ib qho kev siv tshwj xeeb, koj tuaj yeem siv AutoML Natural Language, uas tso cai rau koj los tsim cov kev daws teeb meem uas siv koj tus kheej cov pawg ua ntej.
2. Amazon Kev nkag siab
Amazon Comprehend tau ua tiav los ntawm Amazon, yog li tsis tas yuav tsum muaj cov servers ntiag tug. Tsis tas li ntawd, cov kev kawm ua ntej APIs muaj, txawm tias qhov tseeb tias AutoML tso cai rau koj los tsim koj tus kheej cov ntawv sau-tsim qauv.
Nws muab APIs uas yooj yim los muab tso rau hauv koj cov apps.
APIs rau kev soj ntsuam kev xav, kev txheeb xyuas hom lus, thiab kev cai cais API yog muaj los pab koj tsim cov qauv kev faib cov ntawv raws li koj xav tau kev lag luam.
Txhawm rau tsim cov qauv kev cai, koj tsis tas yuav muaj tshuab kev kawm kev paub los yog muaj peev xwm coding ntau heev.
Nws yog qhov zoo rau cov lag luam uas xav tau kev tswj hwm software, kev teeb tsa yooj yim, thiab cov qauv ua ntej.
3. MonkeyLearn
MonkeyLearn yog ib lub cuab yeej zoo tshaj plaws rau kev txheeb xyuas tag nrho koj cov ntaub ntawv tsis tsim nyog, suav nrog cov ntaub ntawv, cov lus teb, kev tawm, kev tshuaj xyuas online, thiab cov lus teb rau cov neeg siv khoom.
Natural Language processing (NLP) cov txheej txheem thiab sophisticated tshuab kawm algorithms pab kom lub software nyeem ntawv zoo li tib neeg. Koj tuaj yeem paub tseeb tias koj qhov kev txheeb xyuas yuav raug raws li qhov tshwm sim.
Koj tuaj yeem xa cov ntaub ntawv ncaj qha rau hauv MonkeyLearn lossis txuas nrog Google Sheets, Excel, Zendesk, Zapier, thiab lwm yam kev pabcuam.
MonkeyLearn txoj kev kawm tshuab muaj zog ua rau nws yooj yim los tsim koj tus qauv. Thiab nrog me me coding, koj tuaj yeem txuas APIs hauv txhua hom lus loj.
4. Kev txawj ntse kub
Thaum tshav kub kub yog huab kev pabcuam rau kev xav tau kev txawj ntse, muab kev pabcuam kev paub hauv lub sijhawm tiag tiag los ntawm huab cua sib xyaw ntawm tib neeg thiab AI.
Thaum tshav kub kub tswj cov dej num digital xws li kev sau cov ntaub ntawv, kev faib cov ntawv nyeem thiab kev ua kom zoo, sau cov ntaub ntawv, chatbots thiab kev sib tham, duab kho, thiab lwm yam.
Lub sijhawm tiag tiag ntawm tib neeg pawg ua haujlwm tshiab, thaum AI qhia txog cov ntaub ntawv sau tseg.
Txawm tias nyob rau hauv cov hauj lwm ilv thiab perplexing tshaj plaws, cov txheej txheem hybrid kom paub tseeb ultra-siab.
5. IBM Watson
IBM Watson yog lub platform ntau huab uas suav nrog ntau lub peev xwm AI rau kev faib cov ntaub ntawv koom nrog.
Cov neeg tsim tawm tuaj yeem siv Natural Language Classifier los tsim cov qauv kev cai cais los nrhiav cov ntsiab lus hauv cov ntaub ntawv. Koj tuaj yeem cob qhia tus qauv hauv tsawg dua 15 feeb (tsis muaj kev paub dhau los nrog kev kawm tshuab yog qhov tsim nyog) thiab sib koom ua qauv sai sai rau hauv koj cov apps ntawm API.
Watson kuj tseem muaj cov kev tshuaj ntsuam xyuas ua ntej hu ua Natural Language Nkag siab, uas tuaj yeem siv los tshawb pom kev xav, kev xav, thiab kev faib tawm hauv cov ntawv nyeem.
Nws yog qhov zoo tshaj plaws rau cov tuam txhab loj nrog cov kws ua haujlwm hauv tsev uas xav tsim cov ntawv sau tshwj xeeb tshaj tawm cov qauv mining.
daim ntawv sau npe
Muaj ntau qhov sib txawv siv rau kev faib cov ntawv nyeem. Qee cov ntawv thov siv xws li:
- Kev paub lus, zoo ib yam li Google Txhais
- Cov neeg siv tsis qhia npe hnub nyoog thiab poj niam txiv neej yog leejtwg
- Online cov ntsiab lus tagging
- Email nrhiav spam
- Tshawb nrhiav kev xav hauv online
- Kev paub txog kev hais lus yog siv hauv cov pab cuam virtual xws li Siri thiab Alexa.
- Cov ntaub ntawv nrog cov ntawv sau npe, xws li cov ntaub ntawv tshawb fawb
xaus
Cov cuab yeej faib cov ntawv tso cai rau koj npaj cov ntaub ntawv los ntawm kev kawm, kev xav, kev xav, thiab ntau dua.
Lawv tso cai rau koj los ua kom lub sijhawm siv cov txheej txheem xws li sau npe cov email tuaj thiab xa cov neeg thov kev pab txhawb nqa, thaum tseem muab cov kev nkag siab tseem ceeb rau cov neeg siv khoom xav txog koj lub tuam txhab.
Kev faib cov ntawv nyeem automation yooj yim dua li qhov koj xav, vim yog qhib qhov chaw thiab SaaS thev naus laus zis muaj nyob ntawm APIs.
Sau ntawv cia Ncua