A keynote speech delivered by Michael Bronstein, DeepMind Professor of Artificial Intelligence and Erlangen AI Hub Co-Director, University of Oxford. The talk asserts the geometric structures beneath much of machine learning and covers his latest work in the field exemplifing the trans-disciplinary role of the Erlangen AI Hub.