Learning Theory From First Principles
Francis Bach
Algorithm Design
Jon Kleinberg & Éva Tardos
Numerical Optimization
Jorge Nocedal & Stephen J. Wright
Springer Series in Operations Research (1)
Recommender Systems: The Textbook
Charu C. Aggarwal
Proof and the Art of Mathematics: Examples and Extensions
Joel David Hamkins
Probabilistic Graphical Models: Principles and Techniques
Daphne Koller & Nir Friedman
Multi-Agent Reinforcement Learning: Foundations and Modern Approaches
Stefano V. Albrecht & Filippos Christianos & Lukas Schäfer
Machine Learning, Second Edition: A Probabilistic Perspective
Kevin P. Murphy
Introduction to Algorithms, Third Edition
Thomas H. Cormen & Charles E. Leiserson & Ronald L. Rivest & Clifford Stein