SVD

The SVD represents an expansion of the original data in a coordinate system where the covariance matrix is diagonal.

$$A_{nxp}=U_{nxn}\ast S_{nxp}\ast V_{pxp}^T$$

https://medium.com/@doublekien/singular-value-decomposition-svd-e01ef6291604