Remarkable progress in AI has far surpassed expectations of just a few years ago is rapidly changing science and society. Never before had a technology been deployed so widely and so quickly with so little understanding of its fundamentals. Yet our understanding of the fundamental principles of AI is lacking. I will argue that developing a mathematical theory of deep learning is necessary for a successful AI transition and, furthermore, that such a theory may well be within reach. I will disc...