Mathematics for Machine Learning - basic mathematical toolbox for machine learning practitioners
Probabilistic Machine Learning: An Introduction - newest book by Kevin Murphy covering basic topics in ML
Understanding Machine Learning: From Theory to Algorithms - perhaps the best book for getting to know statistical learning theory
Probabilistic Machine Learning: Advanced Topics - continuation of Kevin Murphyâ€™s first book, with some further more advanced developments in the field.