Connections in Math: deriving the SVD from scratch
Summary
The article presents a didactic exploration of deriving the Singular Value Decomposition from scratch, emphasizing intuition about bases, the four fundamental subspaces, and the role of A^T A. It connects SVD to compression, PCA, and information theory, and discusses practical implications like rank, energy of components, and low-rank approximations.