Machine Learning from Weak Supervision
Masashi Sugiyama, Han Bao, Takashi Ishida, Paul Lu & Tomoya Sakai
Deep Learning
Ian Goodfellow, Yoshua Bengio & Aaron Courville
Reinforcement Learning, second edition
Richard S. Sutton & Andrew G. Barto
Learning Theory from First Principles
Francis Bach
Veridical Data Science
Bin Yu & Rebecca L. Barter
Foundations of Computer Vision
Antonio Torralba, Phillip Isola & William T. Freeman
Fairness and Machine Learning
Solon Barocas, Moritz Hardt & Arvind Narayanan
Probabilistic Machine Learning
Kevin P. Murphy
Introduction to Online Convex Optimization, second edition
Elad Hazan
Probabilistic Machine Learning
Kevin P. Murphy