Dimensionality Reduction, Svd, Singular Values, Matrix Factorization, Eigenvectors.
a more intuitive understanding of its applications like PCA, collaborative filtering. etc. You can also decompose a matrix using Eigen decomposition but the advantage of SVD over Eigen Decomposition is that SVD works even for rectangular matrices. Note : Math heads comment in the section below if