On characterizing the evolution of embedding space of neural networks using algebraic topology

Suryaka Suresh, Bishshoy Das, Vinayak Abrol, Sumantra Dutta Roy

Abstract: Highlights•This paper categorizes the change in topological complexity through Betti-Numbers.•Attempts to characterize the learning ability of the DNNs through topological transformation of feature space.•Attempts to use the topological complexity of feature space for the task of ranking pre-trained models.