Linear Algebra, Randomization, Singular Values, Eigenvectors, Thoughts And Theory.
Component Analysis (PCA), it actually generalizes it. In this article, we saw how to combine SVD and randomization and how it leads to super-fast computation of SVD instead of blowing up your computer. Have fun randomizing and experimenting with the target rank!