>    The name of the function is also highly annoying. I keep trying to write
>    things like rho_max = rho_max(emp_covs, n_samples). I think get_rho_max or
>    compute_rho_max would be better. Is there a scikit-learn convention on
>    this matter?

No, but I think that compute_foo is a good name.