Math for Machine Learning and Artificial Intelligence

Although Machine Learning and AI is becoming more and more accessible, knowing the math behind the algorithms makes you a better practitioner. Lots of people have math anxiety, which deters them from the mathematical background of the field. In this post, we collected books that help you overcome math anxiety and pick up enough math to understand and appreciate the mathematical background of Machine Learning and Artificial Intelligence. If you are looking for a one-stop-shop for learning the math behind Machine Learning, Mathematics for Machine Learning by Deisenroth et al. is the ideal book for you! However, this book assumes that its readers are familiar with integrals, derivatives, and geometric vectors.