@prefix owl: <http://www.w3.org/2002/07/owl#> .
@prefix skos: <http://www.w3.org/2004/02/skos/core#> .
@prefix dc: <http://purl.org/dc/terms/> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .

<http://data.loterre.fr/ark:/67375/8LP> a owl:Ontology, skos:ConceptScheme .
<http://data.loterre.fr/ark:/67375/8LP-WCFX289Q-K>
  skos:prefLabel "deep neural network"@en, "réseau de neurones profonds"@fr ;
  a skos:Concept ;
  skos:narrower <http://data.loterre.fr/ark:/67375/8LP-C1M2Z3B5-P> .

<http://data.loterre.fr/ark:/67375/8LP-C1M2Z3B5-P>
  skos:example "The ELMo encoder employs CNN and highway networks over characters whose output is given to a multiple-layer biLSTM with residual connections. (Bai & Zhao, 2018)"@en, "All available embeddings for a token are concatenated and processed with two bidirectional LSTM layers with residual connections. (Straka & Straková, 2019)"@en, "It has been shown that residual connections help propagate positional information across layers. (Onabola, Ma, Yang, Akera, Abdulrahman, Xue, Liu & Bengio, 2021)"@en, "Each sub-layer uses residual connections around each of the sub-layers followed by layer normalization. (Prabhumoye, Black & Salakhutdinov, 2020)"@en ;
  skos:prefLabel "residual connection"@en, "connexion résiduelle"@fr ;
  skos:altLabel "skip connection"@en ;
  a skos:Concept ;
  skos:broader <http://data.loterre.fr/ark:/67375/8LP-WCFX289Q-K> ;
  skos:definition "Connexion qui branche la sortie d’une couche moins profonde d'un réseau de neurones profond pour l’ajouter à l’entrée d’une couche plus profonde en sautant par dessus une ou plusieurs couches afin d'éviter une ou plusieurs couches de traitement et une perte trop importante de gradient. (D'après Data Franca)"@fr, "A technique used to facilitate the optimization of deep neural networks by connecting the output of one layer to the input of a later layer, skipping one or more layers in between, which enables better flow of information through the network. (Liu et al., Rethinking Skip Connection with Layer Normalization, 2020)"@en ;
  skos:inScheme <http://data.loterre.fr/ark:/67375/8LP> ;
  skos:hiddenLabel "Connexion résiduelle"@fr, "Residual connection"@en ;
  dc:modified "2024-06-10T11:13:44"^^xsd:dateTime .