Optimization Landscape and Expressivity of Deep CNNs

Quynh Nguyen, Matthias Hein

Abstract: We analyze the loss landscape and expressiveness of practical deep convolutional neural networks (CNNs) with shared weights and max pooling layers. We show that such CNNs produce linearly independe...