M'ndandanda wazopezekamo[Bisani][Show]
Tili ndi kuthekera kobadwa nako kuzindikira ndi kugawa mawu kukhala anthu, malo, malo, zikhalidwe, ndi zina zambiri tikawamva kapena kuwawerenga. Anthu amatha kugawa, kuzindikira, ndi kumvetsetsa mawu mwachangu.
Mwachitsanzo, mukhoza kugawa chinthu ndikubwera ndi makhalidwe osachepera atatu kapena anayi mukamva dzina lakuti "Steve Jobs,"
- Munthu: "Steve Jobs"
- Bungwe: "Apple"
- Malo: "California"
Popeza makompyuta alibe luso lachibadwa limeneli, tiyenera kuwathandiza kuzindikira mawu kapena malemba ndi kuwaika m’magulu. Kuzindikiridwa kwa Entity (NER) kumagwiritsidwa ntchito panthawiyi.
M'nkhaniyi, tiwona NER (Named Entity Recognition) mwatsatanetsatane, kuphatikizapo kufunikira kwake, zopindulitsa, ma NER API apamwamba, ndi zina zambiri.
Kodi NER (Yotchedwa Entity Recognition) ndi chiyani?
Njira yopangira zilankhulo zachilengedwe (NLP) yotchedwa entity recognition (NER), yomwe nthawi zina imadziwika kuti chizindikiritso kapena kutulutsa zinthu, imangozindikira mabungwe omwe ali m'mawu ndikuwagawa m'magulu omwe adawakonzeratu.
Mabungwe ali ndi mayina a anthu, magulu, malo, masiku, kuchuluka kwa madola, magawo, ndi zina zambiri. Ndi kuzindikirika kwa bungwe, mutha kuzigwiritsa ntchito kuti musonkhane deta yofunika kwambiri pankhokwe kapena kuchotsa zidziwitso zofunikira kuti mumvetsetse zomwe chikalatacho chimanena.
NER ndiye mwala wapangodya womwe dongosolo la AI limadalira kuti liwunike zolemba za semantics ndi malingaliro, ngakhale NLP ikuyimira kupita patsogolo kwakukulu pamawu owunikira.
Kodi tanthauzo la NER ndi chiyani?
Maziko a njira yowunikira malemba ndi NER. Mtundu wa ML uyenera kupatsidwa mamiliyoni a zitsanzo okhala ndi magulu omwe adafotokozedwa kale asanamvetsetse Chingerezi.
API imayenda bwino ndi nthawi pakuzindikira zigawozi m'malemba omwe akuwerenga koyamba. Mphamvu ya injini ya ma analytics imawonjezeka ndi luso la NER komanso mphamvu zake.
Monga tawonera apa, ntchito zingapo za ML zimayambitsidwa ndi NER.
Kusaka kwa Semantic
Kusaka kwa Semantic tsopano kulipo pa Google. Mutha kuyika funso, ndipo liyesetsa kuyankha ndi yankho. Kuti apeze zambiri, wogwiritsa ntchito akuyang'ana, othandizira digito monga Alexa, Siri, chatbots, ndi ena amagwiritsa ntchito kusaka kwa semantic.
Izi zitha kugundidwa kapena kuphonya, koma pali kuchuluka kwazomwe zimagwiritsidwa ntchito, ndipo mphamvu yawo ikukwera mwachangu.
Data Analytics
Awa ndi mawu osavuta kugwiritsa ntchito ma aligorivimu kupanga kusanthula kuchokera ku data yosakhazikika. Zimaphatikiza njira zowonetsera detayi ndi njira yopezera ndi kusonkhanitsa deta yoyenera.
Izi zitha kutenga mawonekedwe ofotokozera molunjika zazotsatira kapena chiwonetsero chazithunzi. Kusanthula kwa chidwi ndi kukhudzana ndi mutu wina kutha kuchitidwa pogwiritsa ntchito zidziwitso zochokera ku mawonedwe a YouTube, kuphatikiza pomwe owonera akudina kanema wina wake.
Nyenyezi zamalonda zitha kuwunikidwa pogwiritsa ntchito kufufuta pamasamba a e-commerce kuti apereke chiwongolero chonse cha momwe malondawo akuchitira.
Kusanthula Maganizo
Kufufuzanso za NER, kusanthula malingaliro amatha kusiyanitsa pakati pa ndemanga zabwino ndi zoipa ngakhale popanda chidziwitso chochokera ku nyenyezi.
Amadziŵa kuti mawu onga “ochulukirachulukira,” “wopusa,” ndi “chitsiru” ali ndi matanthauzo oipa, pamene mawu onga “othandiza,” “mwamsanga,” ndi “osavuta” amachita. Mawu oti "zosavuta" angatanthauzidwe molakwika pamasewera apakompyuta.
Ma algorithms apamwamba amathanso kuzindikira mgwirizano pakati pa zinthu.
Kusanthula Kwamalemba
Mofanana ndi kusanthula deta, kusanthula malemba kumatulutsa zidziwitso kuchokera ku zingwe zosasinthika ndikugwiritsa ntchito NER mpaka zero pa data yofunika.
Itha kugwiritsidwa ntchito kusonkhanitsa zomwe zatchulidwa za chinthu, mtengo wapakati, kapena mawu omwe makasitomala amagwiritsa ntchito pofotokoza mtundu wina.
Kanema wa Nkhani Zakanema
Machitidwe ovuta kwambiri ndi omwe amachotsa deta kuchokera kuzinthu zamakanema pogwiritsa ntchito kuzindikira nkhope, kusanthula mawu, ndi kuzindikira zithunzi.
Pogwiritsa ntchito kusanthula kwamakanema, mutha kupeza makanema a YouTube "unboxing", ziwonetsero zamasewera a Twitch, kulumikizana kwa milomo yamawu anu pa Reels, ndi zina zambiri.
Kuti mupewe kuphonya chidziwitso chofunikira chokhudza momwe anthu amalumikizirana ndi malonda kapena ntchito yanu pamene kuchuluka kwa kanema wapaintaneti kukukula, njira zachangu komanso zotsogola zowunikira makanema ozikidwa pa NER ndizofunikira.
Kugwiritsa ntchito kwenikweni kwa NER
Named entity recognition (NER) imazindikiritsa zofunikira pamawu monga mayina a anthu, malo, mtundu, mayendedwe andalama, ndi zina zambiri.
Kutulutsa zinthu zazikulu m'mawu kumathandizira kusanja deta yosasinthika ndikupeza chidziwitso chofunikira, chomwe chili chofunikira kwambiri pochita ndi ma dataset akuluakulu.
Nazi zitsanzo zochititsa chidwi zenizeni za kuzindikira zamagulu:
Kusanthula Ndemanga za Makasitomala
Ndemanga zapaintaneti ndi gwero labwino kwambiri la mayankho a ogula chifukwa amatha kukupatsirani zambiri zomwe makasitomala amakonda ndi kudana nazo pazamalonda anu komanso madera omwe kampani yanu ikuyenera kuwongoleredwa.
Zonse zamakasitomala zitha kukonzedwa pogwiritsa ntchito makina a NER, omwe amatha kuzindikiranso zovuta zomwe zimachitikanso.
Mwachitsanzo, pogwiritsa ntchito NER kuzindikira malo omwe nthawi zambiri amatchulidwa pamawunidwe olakwika amakasitomala, mutha kusankha kuyang'ana kwambiri panthambi ina yaofesi.
Malangizo pazomwe zili
Mndandanda wa zolemba zomwe zikulumikizidwa ndi zomwe mukuwerengazo zitha kupezeka patsamba ngati BBC ndi CNN mukawerenga chinthu pamenepo.
Mawebusaitiwa amapereka malingaliro a mawebusayiti owonjezera omwe amapereka zambiri za mabungwe omwe atenga kuchokera pazomwe mukuwerenga pogwiritsa ntchito NER.
Konzani Matikiti Othandizira Makasitomala
Mutha kugwiritsa ntchito ma aligorivimu ozindikiritsa mabungwe kuti muyankhe zopempha za kasitomala mwachangu ngati mukuwongolera kuchuluka kwa matikiti othandizira kuchokera kwa makasitomala.
Sinthani ntchito zapakhomo zomwe zimawononga nthawi, monga kuyika madandaulo a makasitomala ndi kufunsa, kuti mudzisungire ndalama, onjezerani chisangalalo chamakasitomala, ndikuwonjezera ziwonetsero.
Zotsatsa zamakampani zitha kugwiritsidwanso ntchito kutulutsa data yofunikira, monga mayina azinthu kapena manambala amtundu, kuti zikhale zosavuta kutumiza matikiti kupita kwa wothandizira kapena gulu loyenera kuthana ndi vutoli.
Algorithm yosakira
Kodi munayamba mwakayikirapo momwe mawebusayiti okhala ndi miyandamiyanda yazidziwitso angatulutsire zotsatira zomwe zikugwirizana ndi kusaka kwanu? Onani tsamba la Wikipedia.
Wikipedia imawonetsa tsamba lomwe lili ndi zinthu zofotokozedweratu zomwe mawu osaka angagwirizane nazo mukasaka "ntchito," m'malo mobwezera zolemba zonse zomwe zili ndi mawu oti "ntchito".
Chifukwa chake, Wikipedia imapereka ulalo ku nkhani yomwe imatanthawuza "ntchito," gawo la anthu otchedwa Jobs, ndi dera lina la media monga makanema, masewera akanema, ndi zosangalatsa zina zimene mawu akuti “ntchito” amapezeka.
Mutha kuwonanso gawo lina lamalo omwe ali ndi mawu osakira.
Kusamalira pitilizani
Pofunafuna oyenerera, olemba ntchito amathera gawo lalikulu la tsiku lawo ndikuyambiranso. CV iliyonse ili ndi chidziwitso chofanana, koma zonse zimaperekedwa ndikukonzedwa mosiyana, chomwe ndi chitsanzo cha deta yosasinthika.
Zambiri zokhuza ofuna kusankhidwa zitha kutulutsidwa mwachangu ndi magulu olembera anthu omwe amagwiritsa ntchito zotengera mabungwe, kuphatikiza zidziwitso zaumwini (monga dzina, adilesi, nambala yafoni, tsiku lobadwa, ndi imelo) komanso zambiri zamaphunziro awo ndi zomwe adakumana nazo (monga ziphaso, digiri. , mayina amakampani, luso, ndi zina).
E-malonda
Pankhani yakusaka kwazinthu zawo, ogulitsa pa intaneti okhala ndi mazana kapena masauzande azinthu angapindule ndi NER.
Popanda NER, kusaka "nsapato zachikopa zakuda" kungabweretse zotsatira zomwe zinali ndi zikopa ndi nsapato zomwe sizinali zakuda. Ngati ndi choncho, mawebusayiti a e-commerce ali pachiwopsezo chotaya makasitomala.
Ikwa ife, NER ingagawire mawu osaka ngati mtundu wa nsapato zachikopa ndi zakuda ngati mtundu.
Best Entity Extraction APIs
Google Cloud NLP
Pazida zophunzitsidwa kale, Google Cloud NLP imapereka Natural Language API. Kapena, AutoML Natural Language API imatha kusinthidwa ndi mitundu yambiri ya zolemba ndi kusanthula ngati mukufuna kuphunzitsa zida zanu pamawu amakampani anu.
Ma API amalumikizana mosavuta ndi Gmail, Google Sheets, ndi mapulogalamu ena a Google, koma kuwagwiritsa ntchito ndi mapulogalamu a chipani chachitatu kungafune ma code ovuta kwambiri.
Njira yabwino yamabizinesi ndikulumikiza mapulogalamu a Google ndi Cloud Storage monga ntchito zoyendetsedwa ndi ma API.
IBM Watson
IBM Watson ndi nsanja yamitundu yambiri yomwe imagwira ntchito mwachangu kwambiri ndipo imapereka luso lopangidwira kale, monga kulankhula ndi mawu, yomwe ndi pulogalamu yodabwitsa yomwe imatha kusanthula ma audio ndi mafoni ojambulidwa.
Pogwiritsa ntchito deta ya CSV, kuphunzira mwakuya kwa Watson Natural Language Understanding AI kumatha kupanga mitundu yochotsamo kuti ichotse mabungwe kapena mawu osakira.
Ndipo pochita, mutha kupanga zitsanzo zomwe zimakhala zovuta kwambiri. Ntchito zake zonse zimapezeka kudzera mu ma API, ngakhale chidziwitso chambiri cholembera chikufunika.
Zimagwira ntchito bwino kwa mabizinesi akuluakulu omwe amafunikira kuwunika ma dataset ambiri ndikukhala ndi luso lamkati.
Cortical.io
Pogwiritsa ntchito Semantic Folding, lingaliro lochokera ku neurology, Cortical.io imapereka zolemba ndi mayankho a NLU.
Izi zimachitidwa kuti apange "zizindikiro zala za semantic," zomwe zimawonetsa tanthauzo la mawu onse ndi mawu ake enieni. Pofuna kuwonetsa maubwenzi pakati pa magulu a mawu, zisindikizo za semantic zimasonyeza deta ya mawu.
Zolemba za Cortical.io's interactive API zimakhudza magwiridwe antchito amtundu uliwonse wamawu osanthula, ndipo ndizosavuta kuzipeza pogwiritsa ntchito Java, Python, ndi Javascript API.
Chida cha Contract Intelligence chochokera ku Cortical.io chidapangidwa kuti chisanthule zamalamulo kuti chifufuze, kusintha zikalata zojambulidwa, ndikuthandizira ndikuwonjezera mawu.
Ndizoyenera kwa mabizinesi omwe akufuna ma API osavuta kugwiritsa ntchito omwe safuna chidziwitso cha AI, makamaka pazamalamulo.
Monkey Phunzirani
Zilankhulo zonse zazikulu zamakompyuta zimathandizidwa ndi MonkeyLearn's APIs ndikukhazikitsa mizere yochepa chabe yamakhodi kuti mupange fayilo ya JSON yokhala ndi zinthu zomwe mwachotsa. Kwa otulutsa ndi osanthula zolemba omwe adaphunzitsidwa kale, mawonekedwe ake ndi osavuta kugwiritsa ntchito.
Kapena, munjira zingapo zosavuta, mutha kupanga chotsitsa chapadera. Kuchepetsa nthawi ndikuwongolera kulondola, Advanced Natural Language Processing (NLP) mozama makina kuphunzira imakuthandizani kuti muwunikire mawu monga momwe munthu angachitire.
Kuphatikiza apo, ma SaaS APIs amaonetsetsa kuti kukhazikitsa kulumikizana ndi zida monga Google Sheets, Excel, Zapier, Zendesk, ndi ena sikufuna zaka zambiri zaukadaulo wamakompyuta.
Pakali pano mu msakatuli wanu muli dzina, chokokera chamakampani, ndi chokokera malo. Kuti mudziwe zambiri zamomwe mungapangire zanu, onani nkhani ya blog yodziwika ndi bungwe.
Ndi yabwino kwa mabizinesi amitundu yonse omwe akukhudzidwa ndiukadaulo, malonda ogulitsa, ndi e-commerce omwe amafunikira ma API osavuta kugwiritsa ntchito amitundu yosiyanasiyana yotulutsa ndi kusanthula zolemba.
Kumvetsetsa kwa Amazon
Kuti zikhale zosavuta kulumikiza ndikugwiritsa ntchito zida zomangidwa kale za Amazon Comrehend nthawi yomweyo, amaphunzitsidwa m'magawo osiyanasiyana.
Palibe ma seva am'nyumba omwe amafunikira chifukwa iyi ndi ntchito yoyang'aniridwa. Makamaka ngati mukugwiritsa ntchito mtambo wa Amazon pamlingo wina, ma API awo amalumikizana mosavuta ndi mapulogalamu omwe analipo kale. Ndipo pongophunzitsidwa pang'ono, kulondola kwa m'zigawo kumatha kukwezedwa.
Imodzi mwa njira zodalirika zowunikira malemba popezera deta kuchokera ku zolemba zachipatala ndi mayesero achipatala ndi Comprehend's Medical Named Entity and Relationship Extraction (NERe), yomwe imatha kutulutsa zambiri za mankhwala, mikhalidwe, zotsatira zoyesa, ndi njira.
Poyerekeza deta ya odwala kuti awone ndikuwunika bwino, kungakhale kopindulitsa. Njira yabwino kwambiri yamabizinesi omwe akufuna ntchito yoyendetsedwa ndi zida zophunzitsidwa kale.
Ayi
Kuti apereke mwayi wosavuta kusanthula mawu ophunzirira makina olimba, AYLIEN imapereka ma plug-ins atatu a API m'zilankhulo zisanu ndi ziwiri zodziwika bwino zamapulogalamu.
API Yawo Yankhani imapereka kusaka kwanthawi yeniyeni ndikuchotsa mabungwe kuchokera kumagwero masauzande ambiri padziko lonse lapansi.
Kutulutsa kwamagulu ndi ntchito zina zingapo zosanthula zolemba zitha kuchitidwa pogwiritsa ntchito Text Analysis API pazikalata, chikhalidwe TV nsanja, kufufuza kwa ogula, ndi zina.
Pomaliza, pogwiritsa ntchito Text Analysis Platform, mutha kupanga zotulutsa zanu komanso zowongoka mu msakatuli wanu (TAP). Zimagwira ntchito bwino kwa makampani omwe amafunikira kuphatikiza ma API okhazikika mwachangu.
SpaCy
SpaCy ndi phukusi la Python Natural Language Processing (NLP) lomwe liri lotseguka, laulere, ndipo lili ndi zinthu zambiri zomangidwa.
Zikuchulukirachulukira Zithunzi za NLP processing ndi kusanthula. Zomwe zili m'mawu osalongosoka zimapangidwa pamlingo waukulu kwambiri, motero ndikofunikira kuzisanthula ndikuchotsamo zidziwitso.
Kuti zimenezi zitheke, muyenera kufotokoza mfundozo m’njira imene makompyuta angamvetse. Mutha kuchita izi kudzera mu NLP. Ndiwofulumira kwambiri, ndi nthawi yocheperako ya 30ms yokha, koma movutikira, sinapangidwe kuti igwiritsidwe ntchito ndi masamba a HTTPS.
Iyi ndi njira yabwino yosankhira ma seva anu kapena intranet chifukwa imagwira ntchito kwanuko, koma si chida chophunzirira intaneti yonse.
Kutsiliza
Name entity recognition (NER) ndi dongosolo lomwe mabizinesi angagwiritse ntchito kulembera zidziwitso zofunikira pazopempha zothandizira makasitomala, kupeza mabungwe omwe akufotokozedwa pamayankho amakasitomala, ndikuchotsa mwachangu zidziwitso zofunika monga zolumikizana nazo, malo, ndi madeti, mwa zina.
Njira yodziwika bwino yodziwika bwino ndikugwiritsa ntchito ma API otulutsa (kaya amaperekedwa ndi malaibulale otseguka kapena zinthu za SaaS).
Komabe, kusankha njira yabwino kwambiri kudzadalira nthawi yanu, ndalama, ndi luso lanu. Pabizinesi yamtundu uliwonse, kutulutsa mabizinesi ndi matekinoloje apamwamba kwambiri osanthula zolemba zitha kukhala zopindulitsa.
Zida zophunzirira zamakina zikaphunzitsidwa molondola, zimakhala zolondola ndipo sizimayiwala deta iliyonse, ndikukupulumutsirani nthawi ndi ndalama. Mutha kusintha mayankhowa kuti aziyenda mosalekeza komanso mokhazikika pophatikiza ma API.
Ingosankhani njira yomwe ili yabwino kwa kampani yanu.
Siyani Mumakonda