On Characterizing the Evolution of Embedding Space of Neural Networks using Algebraic Topology

Suryaka Suresh, Bishshoy Das, Vinayak Abrol +1

We study how the topology of feature embedding space changes as it passes through the layers of a well-trained deep neural network (DNN) through Betti numbers. Motivated by existin…