Reseau yu am ñaari yoon
Reseau recurrent bu am ñaari yoon, dafay jàng benn yoon ci kanam ak ci ginaaw, kon position bu nekk dafay aju ci contexte bi weesu ak ëlëg.
Résumé
Loolu lu am solo la ndax luy tekki dafay aju ci li ci topp, te baña aju ci li ko jiitu rek.
Plongeur bu xóot
Schuster ak Paliwal ñoo ko xalaat ci atum 1997, RNN bi am ñaari yoon, dafay doxal ñaari layer yu wuute ci benn duggal: benn bi dafay toppalante ci cammoñ dem ci ndeyjoor, beneen bi ci ndeyjoor dem ci cammoy. Ginaaw loolu ñu boole seeni nekkin yu nëbbu, lu ci gëna bari ci concatenation, ngir sos représentation ci jéego bu nekk buy kode contexte bi ko wër yépp. Loolu lu am solo la ci liggéey yi nga mëna am lépp luñu ci dugal benn yoon. Ci misaal, ngir wax ci baat bànk ni institiisioŋ finansieer ak tefesu dex, ab misaal dina am njariñ ci gis baat yi ci ñaari wetu dex gi. Bidirectional LSTMs ak GRUs nekk nañu standard ngir xàmmee entite yu am tur, etiketu pàccu kàddu, ak xàmmee kàddu. Li gëna gàtt mooy reso bi dafa soxla toppalante bu mat sëkk balaa muy génne ay génn, kon mënu ñu ko jëfandikoo ngir real-time, streaming, wala defar prediction cammo-to-ndijoor.
Gis-gis xarala
Architecture bi dafay tëye ñaari paramet yu wuute. Layer bi ci kanam dafay xayma etaa yu nëbbu yi daale ko ci jéego 1 ba ci T; couche bi ci ginaaw daf leen di xayma ci jéego T ba ci 1. Ci position bu nekk dañuy boole ñaari vecteur yu nëbbu yi (wala ñu boole leen) balaa ñu leen di jox couche biy génn. Li gëna am solo mooy ñaari yoon yi duñu musa bokk poid te duñu am njeexital ci seen biir ci diiru paas buy dellusi, kon ku nekk ci ñoom dafay jàpp benn boor bi boole mbir yi.
njeextalu pexe
Njëgg ak budget
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw.
dogal yu gëna leer
Njàngalem xarala yi dafay jàppale ekip yi ñu tànn li gën, te baña yam ci li gëna bees daal.
Xool kalite
Tanneef yu gëna baax ci wàllu ingeñër dina wàññi jafe-jafe yi ci wàllu wóor ci liggéey bi.
Ëlëgu reso yu am ñaari yoon
Context bidirectional mingi wéy di dundu ci encodeur yu bees yi: Transformers yu nuroo ak BERT ñu ngi def benn mébet bi ci maskeer bàyyi xel moo gën ñuy baamtu, te dañu gëna parallel. Bidirectional RNNs ñu ngi wéy di am solo ci pipeline yu woyof yi, audio ak biosignal yi, ak jekkal yi fu toppalante yu mat te gàtt te etikete. Xaarandil ñu wéyal jëfandikoo gi ci liggéey yu yam, yu mëna muñ latency, ci noonu la encoder bidirectional yi lalu ci bàyyi xel di ëpp doole ci xam làkk wi ci anam wu yaatu.
Doxal ci àdduna dëgg
Xamme entite bu am tur, fu baat yi ko wër ci ñaari wetu jàppale ngir xaaj token ni nit, barab, wala mbootaay
Etiketu pàccu kàddu buy dindi ay mbir yu melni 'lead' di jëfandikoo li jiitu ak li ci topp
Modeling akustik ci xàmmee kàddu yi nekk ci biti, fu wax ji yépp mëna am
Etiketu protein wala ADN ci bioinformatik, fu motif yi di aju ci residu yi ci wër
Risk yi ak balustrade yi
Optimize benn benchmark mën na nëbb ñakk kattan yu gëna yaatu ci sistem bi.
Njëg li ñuy fay ci infrastructure yi ak ci toppatoo dañuy faral di suufeel.
Bu sistem yi di gëna xawa jafee xam, jafe-jafe yi am ci wàllu kaaraange ak seetlu mën nañu gëna bari.
Roadmap ngir samp gi
Mandargal latency, kalite, ak njëg yi laata ngay jëfandikoo.
Benchmark ci biir sargal ak done yu dëggu.
Jumtukaay bi di saytu njuumte yi, derive bi ak njeextalu jëfandikukat bi.
Waajal rollback ak yooni tontu ci jafe-jafe yi laata ngay eskale.
Weyal di banneexu
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Gis bi ci topp
Reseau neuronal yuy baaxoo
Laaj yi ñuy faral di laaj
Luy Reseau Recurrent Bidirectionnel?
Reseau recurrent bu am ñaari yoon, dafay jàng benn yoon ci kanam ak ci ginaaw, kon position bu nekk dafay aju ci contexte bi weesu ak ëlëg. Loolu lu am solo la ndax luy tekki mingi aju ci li ci topp, te baña aju ci li ko jiitu rek.
Lan mooy tax reso buy baaxoo am ñaari yoon?
Ñaari paas yu wuute yu ñuy baamtu, cammoy-ci-ndeyjoor ak ndeyjoor-ci-cammoy, jox position bu nekk contexte bu weesu ak bu ëlëg.
naka lañuy boolee réew yu nëbbu yi ci kanam ak yi ci ginaaw?
Ñaari vecteur yu nëbbu yi dañuy faral di boole ngir sos représentation bu bari context ci jéego bu nekk.
Lan mooy yamaleg RNN bu am ñaari yoon?
Ndax dem ci ginaaw dafay laaj dugal bu mat sëkk, RNNs bidirectional mënu ñu def real-time wala defar cammoy-ndeyjoor prediction.
Ndax couche yi ci kanam ak yi ci ginaaw dañuy bokk poid ci diiru paas buy dellusi?
Wàll wu nekk amna ay paràmetram yu wuute; ci etape biy génn rek lañu leen di boole.
Ban liggéey bu yàgg moo gëna baax ci RNN yu am ñaari yoon?
Etiketu liggéey yi ci kaw frase yu mat, lu melni NER, dañu am njariñ lu bari ci gis contexte ci ñaari wetu baat bu nekk.