Probabilistic Machine Learning by Murphy
Fairness and Machine Learning by Barocas, Hardt, & Narayanan
Agents in the Long Game of AI by McShane, Nirenburg, & English
Multi-Agent Reinforcement Learning by Albrecht, Christianos, & Schäfer
Distributional Reinforcement Learning by Bellemare, Dabney, & Rowland
Deep Learning by Goodfellow, Bengio, & Courville
Algorithms Book Series by Kochenderfer et al.
Foundations of Machine Learning by Mohri, Rostamizadeh, & Talwalkar