Déglu Tekki ak Ortograafi
Déglu, Déglu ak Ortograafi (LAS) reso neuronal bu am solo la ci 2015 buy bind kàddu yi ci araf yi, amul diksoneer buñ defaree loxo wala xeetu làkk bu wuute.
Résumé
It showed that a single end-to-end model could do speech recognition.
Plongeur bu xóot
Déglu, Teewlu ak Bind, bi gëstukat yi di Chan, Jaitly, Le, ak Vinyals dugal ci 2015, nekkoon benn ci ñi njëkka xàmmee kàddu ci njeexte ba ci njeexte. Amna ñaari pàcc: benn 'Déglukat,' benn LSTM bu am ñaari yoon bu piramidal buy kode audio bi ci di wàññi waxtu wi, ak benn 'Speller,' benn decodeur LSTM bu lalu ci bàyyi xel, di génne ay araf benn-benn. Dañuy may Speller mu bàyyi xelam ci wàllu audio bi war ci araf bu nekk. LAS wuute na ak pipeline HMM-DNN yu yàgg yi, ndax soxlawul diksoneer fonem, soxlawul benn yoon buñ forse, te soxlawul benn xeetu làkk buñ tàggat; Dafay jàng ortograafi, fësal kàddu yi, ak akustik ci audio biñ bind. Dafa inspiré ci saasi sistem ASR yu bees yu lalu ci toppalante ak bàyyi xel.
Gis-gis xarala
LAS dafay boole enkodeer-dekodeer ak bàyyi xel. Encoder LSTM piramidal bi dafay xaaj resolusioŋ bi ci bu nekk ci ñatti layer yi, dagg benn sequence akustik bu gudd ci guddaay buñu mëna jëfandikoo suko defee ñu mëna bàyyi seen xel ci. Ci jéego bu nekk ci dekodage, Speller dafay xayma poids attention ci bépp stade encoder, boole leen ci vecteur contexte, ba noppi wax luy araf bi ci topp. Taggat yaram dafay yokk wërsëgu toppalante personage yi ci anam wu jaar yoon; ab pexe sampling buñu nara def dafay wàññi jafe-jafe saxaar/test.
njeextalu pexe
Dugg ak yegg
Dafay gëna yombal jëfandikoo gi jaaraleko ci transkripsioŋ, nettali ak interfaasu baat.
Njëgg ak budget
Ekipu mejaa yi mën nañu yónnee audio bu leer ci anam wu gëna gaaw te seen xaalis gëna néew.
Gaawaay ak yaatuwaay
Sistem yiy jàkkarloo ak kiliyaan bi mën nañu def waxtaan ci anam wu gëna yaatu.
Ëlëgu Déglu Tegsi ak Ortograafi
LAS leegi taarix la, waaye ADN-am dafay jaar ci bépp sistem ASR bu bees. Xalaatam encoder-decoder bi lalu ci bàyyi xel demna ba mujjee nekk Transformer ak Conformer buy xàmmee, ci noonu la yeneen xeeti gis-gis yu melni RNN-Transducer dooley dikte ci aparey bi. Sistem yi ci kanam dina ñu wéyal yoon wi jëm ci njeexte ba ci njeexte, boole xàmmee ak tekki ak xam ci benn xeetu làkk yu bari, ak puus ci streaming, transcription bu néew latency bu LAS, nekkul streaming, mënuwoon joxe ci ndoorte li.
Doxal ci àdduna dëgg
Bind làkku Àngle ci araf te du am diksoneer buy waxe
Di nekk royuwaayu konseptioŋ ngir sistemu dikte ak sottite bu sukkandiko ci bàyyi xel
Wane tàggat yaram bu yam ci njàngale ngir xàmmee kàddu yi ci daara yu kawe yi ak ay référence
Royuwaayi toppalante yu am solo yuñ jëfandikoo ci gasoduk tekki kàddu
Risk yi ak balustrade yi
Jëfandikoo baat ci anam wu jaarul yoon ak niru ak nit dafay gëna yokk sudee nanguwul.
Jaar-jaar mën na wàññeeku ci aksan yi, dialect yi wala barab yu bari xumbaay.
Audio synthetik mën nañu ko jaawale ak wax ju dëggu sudee amul etiket bu leer.
Roadmap ngir samp gi
Wutal ndigal bu leer ngir jàpp baat bi, klone ko ak jëfandikoowaat ko.
Saytu kalite ci kàddukat yu bari ak anam yu bari ci ginaaw.
Mandargal kañ la nit wara xoolaat wala nangu ay génne.
Etiketu audio synthetik te nga denc dokimaa ci fimu bawoo ngir mëna lim.
Weyal di banneexu
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Gis bi ci topp
Etiketu music ci boppam
Laaj yi ñuy faral di laaj
What is Listen Attend and Spell?
Déglu, Déglu ak Ortograafi (LAS) reso neuronal bu am solo la ci 2015 buy bind kàddu yi ci araf yi, amul diksoneer buñ defaree loxo wala xeetu làkk bu wuute. Dafa wane ni benn model end-to-end mën na xàmmee kàddu.
Lan mooy ñaari mbir yi gëna am solo ci xeetu LAS?
LAS amna encodeur 'Listener' buy doxal audio bi ak decodeur 'Speller' buy def ay araf.
Lu Speller bi ci LAS di génne?
Ortograafi dekodeer la buy génne transkripsioŋ araf par araf, di jàng ortograafi ci saasi.
Lu tax ñuy woowe enkodeer LAS 'piramidal'?
Bépp couche ci pyramidal BLSTM dafay xaaj guddaayi sequence bi, di suufeel sequence audio bu gudd bi suko defee ñu mëna bàyyi xel ci ordinatër.
Ban composant bu yàgg la LAS soxlawul?
LAS wuute na ak pipeline HMM-DNN yi, ndax LAS dafay jàng ci ñaari audio-à-tekst te amul diksoneer fonem wala ñu forse ko.
Ban jumtukaay mooy may Speller mu bàyyi xelam ci wàll wi war ci audio bi ci araf bu nekk?
Benn jumtukaay buy bàyyi xel dafay xayma poid yi ci kaw etaa encodeur yi, daal di forme vecteur contexte bi decodeur bi di jëfandikoo ci jéego bu nekk.