Svd, Singular Values, Eigenvalue, Eigenvectors, Sklearn.
Calculating Σ: Σ is a diagonal matrix containing the singular values at the diagonal which is achieved by taking out the square root of common eigenvalues of AA^T and A^TA arranged in decreasing order as we get eigenvalues which are squares of Σ therefore we have to take the square roots of