Dubawa
Saurara, Halartar da Harafi (LAS) alama ce ta hanyar sadarwa ta jijiya ta 2015 wacce ke kwafin magana kai tsaye zuwa haruffa, ba tare da ƙamus ɗin da aka gina da hannu ba ko ƙirar harshe daban. Ya nuna cewa samfurin ƙarshe-zuwa-ƙarshen zai iya yin fahimtar magana.
Saurari Halartar da Tafsiri yana zaune a cikin ayyukan audio-AI wanda ke canza magana, kiɗa, da sauti don sadarwa, samun dama, da samar da kafofin watsa labarai.
Zurfafa nutsewa
Saurari, Halarci da Harafi, wanda Google masu bincike Chan, Jaitly, Le, da Vinyals suka gabatar a cikin 2015, ya kasance ɗaya daga cikin farkon masu gane magana daga ƙarshe zuwa ƙarshe. Yana da sassa biyu: 'Mai sauraro,' LSTM na pyramidal bidirectional wanda ke ɓoye sautin yayin da yake rage girman lokaci, da kuma 'Speller,' mai ƙirar LSTM na tushen hankali wanda ke fitar da haruffa ɗaya bayan ɗaya. Tsarin kulawa yana barin Mai Tafsiri ya mai da hankali kan yanki na jiwuwa mai dacewa ga kowane harafin fitarwa. Ba kamar tsofaffin bututun HMM-DNN ba, LAS ba ta buƙatar ƙamus na sauti, babu daidaitawar tilastawa, kuma babu ƙirar harshe dabam dabam; yana koyan harrufa, iyakoki na kalmomi, da acoustics tare daga sautin da aka rubuta. Kai tsaye ya yi wahayi zuwa jeri-zuwa-jeri na zamani da tsarin ASR na tushen kulawa.
Fahimtar Fasaha
LAS yana haɗa mai rikodin-dikodi tare da hankali. Pyramidal LSTM encoder yana rage ƙudurin lokaci a kowane yadudduka uku, yana yanke dogon jerin sauti zuwa tsayin da za a iya sarrafawa don haka hankali yana iya faɗowa. A kowane mataki na yanke hukunci mai Speller yana ƙididdige ma'aunin hankali a kan duk jahohin rikodi, ya haɗa su cikin mahallin mahallin, kuma yana tsinkayar hali na gaba. Horowa yana haɓaka yuwuwar jerin halaye daidai; dabarar da aka tsara-samfurin yana rage rashin daidaituwar jirgin kasa/gwaji.
Jagoran Sauraro Halartar da Hargawa
Saurara, Halartar da Harafi (LAS) alama ce ta hanyar sadarwa ta jijiya ta 2015 wacce ke kwafin magana kai tsaye zuwa haruffa, ba tare da ƙamus ɗin da aka gina da hannu ba ko ƙirar harshe daban. Ya nuna cewa samfurin ƙarshe-zuwa-ƙarshen zai iya yin fahimtar magana. Saurari Halartar da Tafsiri yana zaune a cikin ayyukan audio-AI wanda ke canza magana, kiɗa, da sauti don sadarwa, samun dama, da samar da kafofin watsa labarai. Don gina zurfin fahimta, bi Saurari Halartar da Tafsiri a matsayin samfurin aiki, ba fasali ɗaya ba: ayyana sakamakon da ake so, fayyace zato, da raba abin da tsarin zai iya yi da dogaro daga abin da har yanzu ke buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi masu amfani da Saurari Halartar da Tafsiri suna kula da inganci, jinkiri, da yarda a matsayin daidai da mahimman sassa na dabarun turawa. 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.
Yana inganta samun dama ta hanyar rubutu, ba da labari, da mu'amalar murya. A lokaci guda, rashin amfani da murya da haɗarin kwaikwaya yana ƙaruwa lokacin da aka rasa izini. 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
Yana inganta samun dama ta hanyar rubutu, ba da labari, da mu'amalar murya.
Yana inganta samun dama ta hanyar rubutu, ba da labari, da mu'amalar murya. 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.
Ƙungiyoyin kafofin watsa labaru na iya jigilar sauti mai gogewa cikin sauri tare da ƙaramin kasafin kuɗi.
Ƙungiyoyin kafofin watsa labaru na iya jigilar sauti mai gogewa cikin sauri tare da ƙaramin kasafin kuɗi. 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.
Tsarin fuskantar abokin ciniki na iya aiwatar da hulɗar magana a mafi girman ma'auni.
Tsarin fuskantar abokin ciniki na iya aiwatar da hulɗar magana a mafi girman ma'auni. 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
Rubuta Turanci da aka faɗa kai tsaye zuwa haruffa ba tare da ƙamus na furci ba
Yin hidima a matsayin tushen ra'ayi don tushen hankali da tsarin sautin murya
Nuna horon ƙarshe zuwa ƙarshe don aikin kwas ɗin fahimtar magana-ilimi da ma'auni
Samfuran jeri-zuwa-jeri mai ban sha'awa daga baya da aka yi amfani da su a cikin bututun fassarar magana
Hanyoyin Aiwatarwa
Saurari Halartar da Hargawa a aikace
Rubuta Turanci da aka faɗa kai tsaye zuwa haruffa ba tare da ƙamus na furci ba.
Fassarar Turanci da ake magana kai tsaye zuwa haruffa ba tare da ƙamus na furci Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙima masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da bin duk nasarorin samarwa da tsadar kurakurai a kan lokaci.
Saurari Halartar da Hargawa a aikace
Yin hidima a matsayin tushen ra'ayi don tushen hankali da tsarin sautin murya.
Yin hidima a matsayin tushen ra'ayi don faɗakarwar murya ta tushen hankali da tsarin taken taken Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don lokuta masu ƙima, da bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Saurari Halartar da Hargawa a aikace
Nuna horon ƙarshe zuwa ƙarshe don aikin kwas ɗin fahimtar magana-ilimi da ma'auni.
Nuna horon ƙarshe zuwa ƙarshe don aikin kwasa-kwasan fahimtar magana-ilimi da ma'auni Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙofofin inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in ƙira, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Saurari Halartar da Hargawa a aikace
Samfuran jeri-zuwa-jeri mai ban sha'awa daga baya da aka yi amfani da su a cikin bututun fassarar magana.
Samfuran jeri-zuwa-jeri mai ban sha'awa daga baya da aka yi amfani da su a cikin bututun fassarar magana 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 akan lokaci.
Hatsari & Tsare-tsare
Rashin amfani da murya da haɗarin kwaikwaya yana ƙaruwa lokacin da aka rasa izini.
Daidaituwa na iya faɗuwa cikin lafuzza, yaruka, ko mahalli masu hayaniya.
Ana iya kuskuren sauti na roba don ingantacciyar magana ba tare da bayyananniyar lakabi ba.
Taswirar Hanya
Sami tabbataccen izini don ɗaukar murya, cloning, da sake amfani.
Sami tabbataccen izini don ɗaukar murya, cloning, da sake amfani. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Gwajin ingantattun masu magana daban-daban da yanayin baya.
Gwajin ingantattun masu magana daban-daban da yanayin baya. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Ƙayyade lokacin da dole ne ɗan adam ya duba ko ya amince da abubuwan da aka fitar.
Ƙayyade lokacin da dole ne ɗan adam ya duba ko ya amince da abubuwan da aka fitar. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Yi lakabin sauti na roba da kuma adana bayanan da aka tabbatar don yin lissafi.
Yi lakabin sauti na roba da kuma adana bayanan da aka tabbatar don yin lissafi. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.