Topology of deep neural networks

Gregory Naitzat, Andrey Zhitnikov, Lek-Heng Lim

We study how the topology of a data set $M=M_a\cup M_b\subseteq {\mathbb{R}}^d$, representing two classes $a$ and $b$ in a binary classification problem, changes as it passes thr…