Following our series on machine learning, here we first introduce the truncated SVD. Then we dive into the mathematical connections between the SVD and the eigendecomposition.
Additional information in the excellent book by Steve Brunton and Nathan Kutz: https://www.databookuw.com/
I also acknowledge Scott Dawson for his input on this material.