Machine Learning, Data Science, Linear Algebra, Compression, Singular Values.
diagonal matrix is that we can easily leave out the singular values with less effect, and obtain a matrix S’ with the same dimensions as S, and US’V* will be approximately the same as the original matrix M = USV*. If there are r non-zero elements on the diagonal of S’, we call US’V* the rank r