Activation Landscapes as a Topological Summary of Neural Network Performance

Matthew Wheeler, Jose Bouza, Peter Bubenik

We use topological data analysis (TDA) to study how data transforms as it passes through successive layers of a deep neural network (DNN). We compute the persistent homology of the…