Machine Learning, Second Edition: A Probabilistic Perspective
Kevin P. Murphy
Pen and Paper Exercises in Machine Learning
Michael U. Gutmann
Non-Convex Optimization for Machine Learning
Prateek Jain & Purushottam Kar
Probabilistic Graphical Models: Principles and Techniques
Daphne Koller & Nir Friedman
A First Course in Mathematical Modeling
Frank R. Giordano & Maurice D. Weir & William P. Fox