Mathematics for Machine Learning

Mathematics for Machine Learning: A Deep Dive into Algorithms

Mathematics of Machine Learning: Master linear algebra, calculus, and probability for machine learning

Unraveling the Mathematics of Machine Learning and Deep Learning Algorithms: Demystifying Basic to Advanced Concepts & Mathematics of Machine Learning and Deep Learning

The Mathematics of Machine Learning: Lectures on Supervised Methods and Beyond (De Gruyter Textbook)