RNNbow : Visualizing Learning Via Backpropagation Gradients in RNNs

We present RNNbow, an interactive tool for visualizing the gradient flow during backpropagation in training of recurrent neural networks. By visualizing the gradient, as opposed to activations, RNNbow offers insight into how the network is learning. We show how it illustrates the vanishing gradient...

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Détails bibliographiques
Publié dans:IEEE computer graphics and applications. - 1991. - 38(2018), 6 vom: 01. Nov., Seite 39-50
Auteur principal: Cashman, Dylan (Auteur)
Autres auteurs: Patterson, Genevieve, Mosca, Abigail, Watts, Nathan, Robinson, Shannon, Chang, Remco
Format: Article en ligne
Langue:English
Publié: 2018
Accès à la collection:IEEE computer graphics and applications
Sujets:Journal Article Research Support, U.S. Gov't, Non-P.H.S.