A basic review of linear algebra and more. (EVD and SVD).
Also, we are going to review the SVD → a compact version of SVD.
SVD and compact SVD → other columns are redundant.
The connection between EVD and SVD → if the matrix is positive semi-definite. (after this we cover the null space) → kernel.