Eigenvectors, Eigenvalue, Data Science, Machine Learning, Principal Component.
author) So if we apply simple eigendecomposition to these diagonalizable matrices we get U, V and Sigma². We just need to square root Sigma² to get the singular values or scaling factors. If you want to fully convince yourself of this process (which you should) watch these videos: Gilbert Strang,