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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Bibliographische Detailangaben
Veröffentlicht in:IEEE computer graphics and applications. - 1991. - 38(2018), 6 vom: 01. Nov., Seite 39-50
1. Verfasser: Cashman, Dylan (VerfasserIn)
Weitere Verfasser: Patterson, Genevieve, Mosca, Abigail, Watts, Nathan, Robinson, Shannon, Chang, Remco
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2018
Zugriff auf das übergeordnete Werk:IEEE computer graphics and applications
Schlagworte:Journal Article Research Support, U.S. Gov't, Non-P.H.S.