The coefficients in the ansatz (1) are determined by regularized least squares regression using energies and forces computed using quantum chemistry techniques on a diverse set of conformations (see below for further details). Given N conformations with n atoms in each, we have N (3n + 1) pieces of data, leading to the same number of linear equations when