Linear Algebra, Randomization, Singular Values, Eigenvectors, Thoughts And Theory.
that we have q data points for p features. SVD decomposes this possibly humongous matrix into three matrices, two of them contain left and right singular vectors respectively and one of them contains the singular values, diagonally arranged in descending order. where, U is the matrix of p left