NumPy Reference - Linear algebra (numpy.linalg), NumPy Developers, 2023 - Official documentation for NumPy's linear algebra module, providing detailed descriptions and usage examples for all functions discussed.
Introduction to Linear Algebra, Gilbert Strang, 2023 (Wellesley-Cambridge Press) - A foundational textbook offering a comprehensive mathematical treatment of linear algebra, covering vectors, matrices, determinants, inverses, and eigenvalues.
Mathematics for Machine Learning, Marc Peter Deisenroth, A. Aldo Faisal, Cheng Soon Ong, 2020 (Cambridge University Press) - Covers the essential linear algebra concepts specifically for machine learning, including matrix operations, decomposition, and their practical applications.
18.06SC Linear Algebra, Fall 2011, Gilbert Strang, 2011 (MIT OpenCourseWare) - A free online course providing video lectures, notes, and problem sets for a complete undergraduate linear algebra curriculum, aligning with common machine learning prerequisites.