Book
 CMSC 828W: Foundations of Deep Learning
 [1704.01552] Deep Learning and Quantum Entanglement: Fundamental Connections with Implications to Network Design

New Theory Cracks Open the Black Box of Deep Learning
– Naftali Tishby  The Information Bottleneck View of Deep Learning: Why do we need it?  YouTube