Bayesian Data Analysis
Andrew Gelman
Mathematical Thinking: Problem-Solving and Proofs 2nd Edition
John P. D'Angelo & Douglas Brent West
Information Theory, Inference and Learning Algorithms
David J. C. MacKay
Multi-Agent Reinforcement Learning: Foundations and Modern Approaches
Stefano V. Albrecht & Filippos Christianos & Lukas Schäfer
Non-Convex Optimization for Machine Learning
Prateek Jain & Purushottam Kar
Proximal Algorithms
Neal Parikh & Stephen P. Boyd & Now Publishers