Machine Learning, Data Science, Dimensionality Reduction, Svd, Linear Algebra.
and V S is the diagonal matrix of singular values. Think of singular values as the importance values of different features in the matrix The rank of a matrix is a measure of the unique information stored in a matrix. Higher the rank, more the information Eigenvectors of a matrix are directions of