Probabilistic Graphical Models: Principles and Techniques
Daphne Koller & Nir Friedman
Information Geometry and Its Applications
Shun-Ichi Amari
Introduction to the Theory of Computation (Third Edition): Ji ...
Michael Sipser
Non-Convex Optimization for Machine Learning
Prateek Jain & Purushottam Kar
Matrix Calculus (for Machine Learning and Beyond)
Alan Edelman, Steven G. Johnson