Résumé
Jasper ak QuartzNet ñooy xeetu xàmmee kàddu yiñ defaree NVIDIA, QuartzNet mooy xeetu Jasper bi gëna ndaw te baax. Dañu am solo ngir wane ni ñuy amee njubte gu dëgër ak paramet yu néew, lu baax ci jëfandikoo gi.
Jasper ak QuartzNet ASR ñu ngi toog ci liggéeyu audio-AI biy soppi kàddu, music, ak son ngir jokkoo, yombal jëfandikoo gi, ak defar media.
Plongeur bu xóot
Jasper (Beneen Xammekatu Kaddu rek), bi NVIDIA genne ci 2019, reso convolutionnel 1D bu xóot la, ba 54 diisaay, buy màndargaal màndarga mel-spectrogram ci araf yiy jëfandikoo CTC. Dugalal na lëkkaloo yu dëgër yu des suko defee gradient yi di naaw bu baax ci biir piil yu xóot yi. QuartzNet, bi ñu génne ci at moomu, denc na jumtukaayu bloku Jasper waaye mu wecci convolution yiñ miin ak convolution yuñ mëna tàqale ci chaine temps, ñu xaaj filtre bu nekk ci convolution temporel bu xóot ak jéego buy jaxase chaine pointwise. Factorisasioŋ bi dafa wàññi parametre yi ci Jasper ci lu tollu ci 333 milioŋ wàcci ba ci lu tollu ci 19 milioŋ ci noonu mu méngoo ak njubte ci Librispeech. Ñoom ñaar ñépp ñu ngi nekk ci jumtukaayu NeMo bu NVIDIA, ñu ngi leen di defar ngir tàggat GPU bu gaaw ak gis-gis ci jamono dëgg, loolu moo leen def ay bloku tabax yu siiw ngir defar ASR.
Gis-gis xarala
Xarañteg QuartzNet mingi aju ci convolution yuñ mëna tàqale ci chaine de temps, muy xalaat bi ci ginaaw MobileNet. Convolution 1D bu jaar yoon dafay jaxase jot ak chaine, muy njëg K yoon C-in yoon C-out poids. Tàqale ko ci benn convolution bu xóot ci diir bi boole ci benn convolution pointwise 1x1 ci kaw chaine yi dafay wàññi parametre yi ci K yoon C boole ci C-in yoon C-out. Ñu ngi ko dajale ci ay blok yu des, ñu tàggat ko ci CTC, loolu dafay joxe njubte bu jege Jasper ci benn wàll ci dayo model bi ak xayma.
Jasper ak QuartzNet ASR
Jasper ak QuartzNet ñooy xeetu xàmmee kàddu yiñ defaree NVIDIA, QuartzNet mooy xeetu Jasper bi gëna ndaw te baax. Dañu am solo ngir wane ni ñuy amee njubte gu dëgër ak paramet yu néew, lu baax ci jëfandikoo gi. Jasper ak QuartzNet ASR ñu ngi toog ci liggéeyu audio-AI biy soppi kàddu, music, ak son ngir jokkoo, yombal jëfandikoo gi, ak defar media. Ngir tabax xam-xam bu xóot, jàppal Jasper ak QuartzNet ASR ni xeetu liggéey, du benn man-man: leeral njariñ yi nga bëgg, leeral xalaat yi, ak tàqale li sistem bi mëna def ci anam wu wóor ak li ba leegi soxla àtteb kàngam.
Ci jëf, ekip yu am doole yiy jëfandikoo Jasper ak QuartzNet ASR dañuy jàppee kalite, latency, ak nangu ni cër yu am solo ci pexem dugal. Dañuy bind kritër yu leer ngir am ndam, natt leen ci done yu dëggu ak def liggéey, ba noppi ñu baamtu ci anamu ñàkka mëna seetlu, du ci benn yoon benchmark wins. Mooy barab bi xam-xam theorie bi di soppiku nekk kàttan buy yàgg ci produit yi, ci politik yi ak ci liggéey yi.
Dafay gëna yombal jëfandikoo gi jaaraleko ci transkripsioŋ, nettali ak interfaasu baat. Ci jamano jooju, risku jëfandikoo Baat bu baaxul ak niru ak nit dafay gëna yokk sudee nanguwul. Xeetu jëf bi gëna dëgër mooy boole gaawaayu jàngat ak disipline nguur: doxal pilote, jàpp firnde, siiwal dogal yi, ak wéy di yeesal kaaraange gi ci anam wi ñuy doxalee, li jëfandikukat bi di xaar, ak sàrti sàrt yi di jëm kanam.
njeextalu pexe
Dafay gëna yombal jëfandikoo gi jaaraleko ci transkripsioŋ, nettali ak interfaasu baat.
Dafay gëna yombal jëfandikoo gi jaaraleko ci transkripsioŋ, nettali ak interfaasu baat. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Ekipu mejaa yi mën nañu yónnee audio bu leer ci anam wu gëna gaaw te seen xaalis gëna néew.
Ekipu mejaa yi mën nañu yónnee audio bu leer ci anam wu gëna gaaw te seen xaalis gëna néew. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Sistem yiy jàkkarloo ak kiliyaan bi mën nañu def waxtaan ci anam wu gëna yaatu.
Sistem yiy jàkkarloo ak kiliyaan bi mën nañu def waxtaan ci anam wu gëna yaatu. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Doxal ci àdduna dëgg
Transkripsioŋ ci jamono dëgg ak jàppalekatu baat yuñ dugal ci GPU NVIDIA jaaraleko ci jumtukaayu NeMo
Edge ak ASR buñ samp fu emprent bu ndaw bu QuartzNet mëna méngoo ak aparey yu am memory bu néew
Defar bu baax barabi saytu QuartzNet yiñ tàggat bu njëkk ngir vocabulaire yu jëm ci domen bi lu melni terme medikaal wala yoon
Analytics call-center dafay bind audio yu bari ci anam wu gaaw te yomb
Modèlu jëfandikoo
Jasper ak ASR ci jëf
Transkripsioŋ ci jamono dëgg ak assistant baat yuñ dugal ci GPU NVIDIA jaaraleko ci jumtukaayu NeMo.
Transcription ci jamono dëgg ak assistant baat yuñ dugal ci NVIDIA GPUs jaaraleko ci NeMo toolkit Teams yi dañuy faral di am njariñ yu gëna baax suñu joxee ay kalite ci kanam, tëye yoonu eskalaasioŋ nit ngir jafe-jafe yi, ba noppi topp njariñu liggéey ak njëgu njuumte ci diir bi.
Jasper ak ASR ci jëf
Edge ak ASR buñ samp fu emprent bu ndaw bu QuartzNet mëna méngoo ak aparey yu am memory bu néew.
Edge ak ASR buñ samp, fu emprent bu ndaw bu QuartzNet mëna méngoo ak aparey yu am memory. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit yi ak njëgu njuumte yi ci diir bi.
Jasper ak ASR ci jëf
Defar bu baax barabi saytu QuartzNet yiñ tàggat bu njëkk ngir vocabulaire yu jëm ci domen bi lu ci melni terme medikaal wala yoon.
Fine-tuning QuartzNet checkpoints ngir vocabulaire yu jëm ci domen yu melni terme medikaal wala yoon. Ekip yi dañuy faral di am njariñ yu gëna baax suñu leeralee threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
Jasper ak ASR ci jëf
Càmbaru santaru woote dafay bind audio yu bari ci anam wu gaaw te yomb.
Call-center analytics dafay bind ay volume audio yu bari ci anam wu gaaw te yomb. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee ay threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit ak njëgu njuumte ci diir bu gàtt.
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.
Wutal ndigal bu leer ngir jàpp baat bi, klone ko ak jëfandikoowaat ko. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Saytu kalite ci kàddukat yu bari ak anam yu bari ci ginaaw.
Saytu kalite ci kàddukat yu bari ak anam yu bari ci ginaaw. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Mandargal kañ la nit wara xoolaat wala nangu ay génne.
Mandargal kañ la nit wara xoolaat wala nangu ay génne. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Etiketu audio synthetik te nga denc dokimaa ci fimu bawoo ngir mëna lim.
Etiketu audio synthetik te nga denc dokimaa ci fimu bawoo ngir mëna lim. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.