Essential Math, Machine Learning, Deep Learning, Mathematics, Data Science.
and illustrates the geometric perspective of the SVD. Singular Value Decomposition can be used for instance to find transformations that approximates well a matrix (see Low-Rank Matrix Approximation in Section 10.4 of Essential Math for Data Science) This post is a sample of my book Essential Math