Matrix Calculus (for Machine Learning and Beyond)(Free PDF)

Machine learning is often described through algorithms, datasets, and programming frameworks. However, behind many of the most important techniques in modern machine learning lies a deeper mathematical foundation: calculus and linear algebra . As machine-learning models become more sophisticated, ordinary single-variable calculus is often not enough to understand how derivatives behave when inputs…