This one-week workshop is part of the Bernoulli Center programme at EPFL, to be held from 20 to 24 April 2026. It aims to bring together leading researchers working at the interface of machine learning, probability, high-dimensional statistics, and theoretical computer science, with a particular emphasis on the mathematical and theoretical foundations of modern neural networks.