AI Institute Geometry of Deep Learning 2019 Workshop Day 1, Session 3

Deep learning is transforming the field of artificial intelligence, yet it is lacking solid theoretical underpinnings. This state of affair significantly hinders further progress, as exemplified by timeconsuming hyperparameters optimization, or the extraordinary difficulties encountered in adversarial machine learning. Our threeday workshop stems on what we identify as the current main bottleneck: understanding the geometrical structure of deep neural networks. This problem is at the confluence of mathema