Résumé
Skip connections yi dañuy may xibaar yi ñu romb ay layer, te reso otorout yi nekkoon nañu xeetu gated bu njëkk ci xalaat bii. Dañuy saafara jafe-jafe tàggat reso yu xóot lool, loolu moo ubbi yoonu ResNets ak jàng bu xóot bu bees.
Reseau autoroute ak lëkkaloo Skip dañuy tabax xarala yu am njeexital ci kalite model bi, njëgu infrastructure bi, latency bi, ak wóor gi ci escale bi.
Plongeur bu xóot
Laata ñuy salte lëkkaloo yi, dajale ay couche yu bari dafa tax reso yi gëna tar, baña gëna baax, ngir tàggat ndax gradient yi dañu ni mes, siñaal yi dañu yàqu. Reseau otorout yi, yuñ dugal ci 2015, yokk nañu ay buntu yuñ jàng ngir saytu ba ñaata layer lañuy soppi wala ñu koy yóbbu ci yoon wu jub, inspiré ci LSTM gating. Ginaaw loolu yàggul dara, ResNets yombal lii ci lëkkaloo residuel, fu benn couche jàng benn fonction residuel ba noppi ñu yokk limu génne ci limu dugal jaaraleko ci gaawaayu dàntite. Gaawaay yooyu dañuy defar yoon yu jub ngir gradient yi mëna dellu ginaaw, loolu mooy tax ñu mëna tàggat reso yu am téemeeri wala sax junni couche yu xóot. Leegi lëkkalekaay yi dañuy feeñ fépp, lu ci melni U-Nets, DenseNets, ak trafo.
Gis-gis xarala
Bloc residuel dafay xayma génne = F(x) + x, kon reso bi soxla jàng residual F(x) rek moo gën jàng mapping bi yépp. Ci jamonoy backpropagation, terme dàntite biy yokk dafay jaar ci gradient yi te duñu soppiku, di moytu gradient yiy réer. Reseau otorout yi dañuy yamale lii ci buntu soppiku T ak buntu yóbbu, genn = F(x)*T(x) + x*(1 - T(x)), fu ñuy jàngee T te tollu ci diggante 0 ak 1.
Xam reso bu mag bi ak sànni lëkkaloo yi
Skip connections yi dañuy may xibaar yi ñu romb ay layer, te reso otorout yi nekkoon nañu xeetu gated bu njëkk ci xalaat bii. Dañuy saafara jafe-jafe tàggat reso yu xóot lool, loolu moo ubbi yoonu ResNets ak jàng bu xóot bu bees. Reseau autoroute ak lëkkaloo Skip dañuy tabax xarala yu am njeexital ci kalite model bi, njëgu infrastructure bi, latency bi, ak wóor gi ci escale bi. Ngir tabax xam-xam bu xóot, jàppal Reseau Highway ak Skip Connections 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 Reseau Autoroute ak Lëkkaloo Skip dañuy gëna baaxal architecture, done, ak tànneefi infrastructure ci wàllu wóor ak njëg. 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.
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw. Ci jamano jooju, Optimisation benn benchmark mën na nëbb ñakk kattan yu gëna yaatu ci sistem bi. 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
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw.
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw. 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.
Njàngalem xarala yi dafay jàppale ekip yi ñu tànn li gën, te baña yam ci li gëna bees daal.
Njàngalem xarala yi dafay jàppale ekip yi ñu tànn li gën, te baña yam ci li gëna bees daal. 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.
Tanneef yu gëna baax ci wàllu ingeñër dina wàññi jafe-jafe yi ci wàllu wóor ci liggéey bi.
Tanneef yu gëna baax ci wàllu ingeñër dina wàññi jafe-jafe yi ci wàllu wóor ci liggéey bi. 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
ResNet-50 ak ResNet-152 dañuy jëfandikoo ay gaawaay yu des ngir tàggat ay nataal yu xóot lool
Transformatër yi ak xeetu làkk yu yaatu yi dañuy wër lëkkaloo yi des ci wàllu bàyyi xel ak feed-forward
Lëkkaloo U-Net dafay jaar ci ay detay yu baax ci barab bi, daale ko ci enkodeer bi dem ci dekodeer bi ngir am nataalu pajum bu jaar yoon
DenseNet dafay boole couche bu nekk ak couche yi ci topp, di ñaax nit ñi ñu jëfandikoowaat man-man yi ak yombal debit gradient bi
Modèlu jëfandikoo
Reseau autoroute ak Skip lëkkaloo ci jëf
ResNet-50 ak ResNet-152 dañuy jëfandikoo ay gaawaay yu des ngir tàggat ay nataal yu xóot lool.
ResNet-50 ak ResNet-152 jëfandikoo gaawaayu residuel ngir tàggat ay xeetu nataal yu xóot lool. 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 ak njëgu njuumte ci diir bi.
Reseau autoroute ak Skip lëkkaloo ci jëf
Transformatër yi ak xeetu làkk yu yaatu yi dañuy wër lëkkaloo yi des ci wàllu bàyyi xel ak feed-forward.
Transformers ak xeetu làkk yu mag yi dañuy wër lëkkaloo yi des ci wàllu bàyyi xel ak feed-forward layers. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee thresholds yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
Reseau autoroute ak Skip lëkkaloo ci jëf
Lëkkaloo U-Net dafay jaar ci ay detay yu ndaw ci encodeur bi dem ci decodeur bi ngir mëna xaaj nataali medsin yi ci anam wu jaar yoon.
U-Net skip lëkkaloo dafay jaar ci ay detay spatial yu baax ci encoder ba ci decoder ngir segmentation image medikaal bu gëna jub. 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 ak njëgu njuumte ci diir bi.
Reseau autoroute ak Skip lëkkaloo ci jëf
DenseNet dafay boole couche bu nekk ak couche yi ci topp, di ñaax nit ñi ñu jëfandikoowaat man-man yi ak yombal flow gradient bi.
DenseNet dafay boole couche bu nekk ak couche yi ci topp yépp, di ñaax jëfandikoowaat man-man yi ak yombal gradient flow Teams yi dañuy faral di am njariñ yu gëna baax suñu joxee thresholds 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.
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.
Mandargal latency, kalite, ak njëg yi laata ngay jëfandikoo. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Benchmark ci biir sargal ak done yu dëggu.
Benchmark ci biir sargal ak done yu dëggu. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Jumtukaay bi di saytu njuumte yi, derive bi ak njeextalu jëfandikukat bi.
Jumtukaay bi di saytu njuumte yi, derive bi ak njeextalu jëfandikukat bi. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Waajal rollback ak yooni tontu ci jafe-jafe yi laata ngay eskale.
Waajal rollback ak yooni tontu ci jafe-jafe yi laata ngay eskale. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.