The IST seminar series Mathematics, Physics & Machine Learning — $(M \cup \Phi) \cap ML$ — aims at bringing together mathematicians and physicists interested in machine learning (ML) with ML and AI experts interested in mathematics and physics, with the goals of introducing innovative Mathematics and Physics-inspired techniques in Machine Learning and, reciprocally, applying Machine Learning to problems in Mathematics and Physics.