Books

Machine Learning: A Probabilistic Perspective

Kevin P. Murphy

My reference book for Statistics

Convex Optimization

S. Boyd and L. Vandenberghe

The Convex Optimization Bible

Graph Theory with Applications

J.A. Bondy and U.S.R. Murty

An old but really well made book on Graph Theory

Probabilistic Machine Learning: Advanced Topics

Kevin P. Murphy

A Statistical Approach to Deep Learning

Deep Learning

Ian Goodfellow, Yoshua Bengio and Aaron Courville

The Deep Learning Bible

Reinforcement Learning: An Introduction

Richard S. Sutton and Andrew G. Barto

The RL Bible

Videos

UCL Course on RL

David Silver

After almost 10 years and it is still the reference to learn RL

M2 MVA Convex Optimization, Algorithms and Applications

Alexandre d'Aspremont

Great Course on Convex Optimization

Automatants - Full AI Course

Automatants : AI Association of Centralesupelec

AI Course (in french)