The research carried out at the “Statistical Physics of Computation Laboratory” aims to build tools for a theoretical understanding of principles behind the success of modern machine learning methods. It is rather clear that none of the traditional research directions alone will provide a satisfactory answer to this challenging multi-facet question. Instead, combining expertise from mathematics, physics, computer science, information theory, signal processing, optimisation, statistics, and other related fields is needed to progress.