This repository hosts the companion materials for a published textbook on the mathematics underlying machine learning. It includes Jupyter notebooks that demonstrate fundamental ML algorithms such as linear regression and principal component analysis alongside exercises covering mathematical prerequisites. The content is designed to equip readers with the mathematical skills needed to study more advanced ML topics.