Global Convergence of SGD For Logistic Loss on Two Layer Neural Nets

Pulkit Gopalani, Samyak Jha, Anirbit Mukherjee

In this note, we demonstrate a first-of-its-kind provable convergence of SGD to the global minima of appropriately regularized logistic empirical risk of depth $2$ nets -- for arbi…