Information Theory, Inference and Learning Algorithms

Gambling and Information Theory: Bayesian inference, Quantities of information, theory, Kelly criterion,...

Understanding Machine Learning: From Theory to Algorithms

Edwin Thompson Jaynes: Probability, Statistical Mechanics, Inference, Maximum Entropy Thermodynamics, Information Theory

Metaheuristic Algorithms: Theory and Practice