These Jupyter notebooks provide structured notes and Python implementations covering chapter 2 on linear algebra from the Deep Learning Book (2016). The content is designed to help beginners and intermediate learners grasp the mathematical foundations underlying deep learning and machine learning algorithms. It includes intuitions, drawings, and executable code to explain theoretical concepts.