Title: The Interplay between Deep Learning and Physics

Abstract: In my talk, I will discuss the interplay of deep learning and physics. I will focus on both foundational and applied topics, including examples of machine learning applications in high-energy physics. I will discuss interpretability, learning methodology, end-to-end learning, incorporation of physical laws in model building and finally, discuss the connection between physics and deep learning theory.