The Theory of Deep Learning

Elements of Deep Learning Theory

The Principles of Deep Learning Theory: An Effective Theory Approach to Understanding Neural Networks

Mathematical Foundations of Deep Learning: Theory and Algorithms

Mathematical Foundations of Deep Learning: Theory and Algorithms