Further tuning of the algorithms for the distribution of grid points and the optimal fit bases for representing the PES can likely lead to improved options for obtaining good compromises between accuracy and efficiency. Finally, we have in this work emphasised the learning of the PES based on physical ideas and refitting to known/given analytical forms.