Dubawa
FastText hanya ce ta 2016 Facebook AI wacce ke wakiltar kowace kalma a matsayin jakar halayen n-grams, don haka yana iya gina vectors har ma da kalmomin da bai taɓa gani ba yayin horo. Wannan tsarin ƙasidar ƙasidar ya yi fice a cikin harsuna masu wadatar halitta, rubutu, da kalmomin da ba kasafai ba inda Word2Vec da GloVe suka kasa.
FastText Subword Embeddings wani ɓangare ne na tarin harshe-AI da ake amfani da shi don karantawa, ƙirƙira, rarrabuwa, da canza rubutu da magana a sikeli.
Zurfafa nutsewa
FastText, wanda Facebook AI Research ya haɓaka (Bojanowski, Grave, Joulin, Mikolov) a cikin 2016, ya ƙaddamar da samfurin Skip-Gram ta hanyar karya kowace kalma zuwa cikin n-grams. Kalmar "inda" tare da n-grams na tsawon 3 ya zama <wh, wh, her, ere, re> tare da cikakkiyar alamar kalma, inda maƙallan kusurwa ke alamar iyakoki. Ma'anar kalma ita ce jimlar vector ta n-gram. Wannan yana nufin FastText zai iya tsara vector don kalmar da ba ta cikin ƙamus kamar "rashin imani" daga guntun kalmomin da aka saba da su, kuma yana ɗaukar ilimin halittar jiki da aka raba, don haka "gudu," "mai gudu," da "gudu" suna da alaƙa ta halitta. Wannan aikin kuma yana aika da sauri, daidaitaccen mai rarraba rubutu na layi ("fastText" yanayin kulawa) da ake amfani dashi don ayyuka kamar tantance harshe da yin alama a ma'auni mai girma.
Fahimtar Fasaha
Kowane hali n-gram an haɗe shi a cikin tebur mai ƙayyadaddun girman girman kuma an sanya nasa vector; wakilcin kalma shine jimlar abubuwan da ke tattare da su na n-gram, waɗanda aka horar da su da maƙasudin Skip-gram mara kyau kamar Word2Vec. Wannan raba sigogin ƙananan kalmomi a cikin kalmomi shine dalilin da yasa ilimin halittar jiki ke canzawa kuma dalilin da yasa kalmomin da ba a gani ba har yanzu suna samun ma'ana. Mai rarrabawa da ake kulawa yana amfani da samfurin jakunkuna iri ɗaya tare da Softmax na matsayi, yana mai da shi da sauri sosai akan CPUs.
Ƙwararren Ƙwararrun Ƙwararru na FastText
FastText hanya ce ta 2016 Facebook AI wacce ke wakiltar kowace kalma a matsayin jakar halayen n-grams, don haka yana iya gina vectors har ma da kalmomin da bai taɓa gani ba yayin horo. Wannan tsarin ƙasidar ƙasidar ya yi fice a cikin harsuna masu wadatar halitta, rubutu, da kalmomin da ba kasafai ba inda Word2Vec da GloVe suka kasa. FastText Subword Embeddings wani ɓangare ne na tarin harshe-AI da ake amfani da shi don karantawa, ƙirƙira, rarrabuwa, da canza rubutu da magana a sikeli. Don gina zurfin fahimta, bi FastText Subword Embeddings azaman samfurin aiki, ba sifa ɗaya ba: ayyana sakamakon da ake so, fayyace zato, kuma raba abin da tsarin zai iya yi da dogaro daga abin da har yanzu yana buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi ta amfani da FastText Subword Embeddings ƙira ƙira, maidowa, da sake duba madaukai azaman tsarin sadarwa da aka haɗa. Suna rubuta ƙayyadaddun ƙa'idodin nasara, gwaji akan bayanan gaskiya da gudanawar aiki, da jujjuyawar bisa ga tsarin gazawar da aka lura maimakon cin nasara na lokaci ɗaya. Wannan shine inda fahimtar ka'idar ta juya zuwa iyawa mai dorewa a cikin samfura, manufofi, da ayyuka.
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba. A lokaci guda, abubuwan da ba a iya gani ba na iya shigar da rahotanni cikin nutsuwa, kwararar goyan baya, ko abubuwan bincike. Hanyar da ta fi dacewa ita ce haɗa saurin gwaji tare da horon gudanarwa: gudanar da matukin jirgi, kama shaida, buga rajistan ayyukan yanke shawara, da ci gaba da sabunta abubuwan tsaro kamar yadda halayen ƙira, tsammanin mai amfani, da buƙatun tsari ke tasowa.
Dabarun Tasiri
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba.
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Yana faɗaɗa damar shiga cikin harsuna da salon sadarwa.
Yana faɗaɗa damar shiga cikin harsuna da salon sadarwa. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Ƙungiyoyi za su iya ciyar da ƙarin lokaci akan hukunci yayin da aiki da kai ke sarrafa maimaitawa.
Ƙungiyoyi za su iya ciyar da ƙarin lokaci akan hukunci yayin da aiki da kai ke sarrafa maimaitawa. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Aiwatar da Gaskiyar Duniya
Ƙirƙirar ƙira don kuskuren rubutu ko kalmomin da ba a taɓa ganin su ba kamar "realy" ko sabbin sunayen samfur
Bude tushen Facebook wanda aka riga aka horar da vectors wanda ke rufe yaruka 157 don bincika harsuna da yawa da sanya alama.
Ganewar harshe mai saurin gaske da rarrabuwar kawuna/masu magana akan CPU ba tare da GPU ba
Karɓar harsuna masu wadatar dabi'a kamar Finnish ko Baturke inda kalmomi ke ɗaukar nau'i iri-iri
Hanyoyin Aiwatarwa
FastText Subword Embeddings a aikace
Ƙirƙirar ƙira don kuskuren rubutu ko kalmomin da ba a taɓa ganin su ba kamar "ainihin" ko sabbin sunayen samfur.
Ƙirƙirar ƙira don kalmomin da ba daidai ba ko waɗanda ba a taɓa ganin su ba kamar "ainihin" ko sabbin sunayen samfur Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da kuma bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
FastText Subword Embeddings a aikace
Budaddiyar tushe na Facebook sun riga sun horar da vectors wanda ke rufe yaruka 157 don bincika harsuna da yawa da sanya alama.
Fayil ɗin bude-bude na Facebook waɗanda aka riga aka horar da su waɗanda ke rufe harsuna 157 don bincika harsuna da yawa da sanya alama Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓaka ɗan adam don ƙararraki, da bin diddigin nasarorin samarwa da tsadar kurakurai a kan lokaci.
FastText Subword Embeddings a aikace
Ganewar harshe mai saurin gaske da rarrabuwar kawuna/masu magana akan CPU ba tare da GPU ba.
Ganewar harshe mai saurin gaske da rarrabuwar bugu / jigo akan CPU ba tare da Ƙungiyoyin GPU yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙofofin inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
FastText Subword Embeddings a aikace
Karɓar harsuna masu wadatar dabi'a kamar Finnish ko Baturke inda kalmomi ke ɗaukar nau'i iri-iri.
Yin amfani da harsuna masu wadatar dabi'a kamar Finnish ko Baturke inda kalmomi ke ɗaukar nau'ikan nau'ikan nau'ikan nau'ikan ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'i, da bin duk nasarorin samarwa da ƙimar kuskure na tsawon lokaci.
Hatsari & Tsare-tsare
Abubuwan da aka ruɗe suna iya shigar da rahotanni cikin nutsuwa, kwararar tallafi, ko abubuwan bincike.
Hankali na gaggawa na iya ƙirƙirar sakamako mara daidaituwa a cikin buƙatun iri ɗaya.
Za a iya fallasa bayanan rubutu mai ma'ana idan ikon samun dama yana da rauni.
Taswirar Hanya
Ƙayyade tsarin fitarwa, sautin, da ma'auni masu inganci kafin fitowa.
Ƙayyade tsarin fitarwa, sautin, da ma'auni masu inganci kafin fitowa. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Amsa a ƙasa tare da amintattun tushe a duk lokacin da daidaito ya shafi mahimmanci.
Amsa a ƙasa tare da amintattun tushe a duk lokacin da daidaito ya shafi mahimmanci. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Ajiye wurin binciken ɗan adam don abubuwan da ake samu masu girma.
Ajiye wurin binciken ɗan adam don abubuwan da ake samu masu girma. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Bibiyar tsarin gazawar kuma sake horar da tsokaci ko tafiyar aiki akai-akai.
Bibiyar tsarin gazawar kuma sake horar da tsokaci ko tafiyar aiki akai-akai. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.