Data Science and Machine Learning by Kroese, Botev, Taimre, & Vaisman
Patterns, Predictions, and Actions by Hardt & Recht
Mathematics for Machine Learning by Deisenroth, Faisal, & Ong
Introduction to Machine Learning by Laurent Younes
Applied Machine Learning in Python by Pyrcz
Machine Learning Systems by Reddi
Probabilistic Machine Learning by Murphy
Fairness and Machine Learning by Barocas, Hardt, & Narayanan
Foundations of Machine Learning by Mohri, Rostamizadeh, & Talwalkar