Replace Eigen regression
As we're migrating from Eigen to (Sca)LAPACK the LinearRegressor class should be updated first.
Currently it serves as both implementation of OLS and rigde regression as well as interface to Tadah.MLIP. The aim is to develop separate interface and move updated implementation into new classes.