Even the minimal Parsley force field has a set of 35 Lennard-Jones parameters, and so large training sets are required to cover sufficient chemical space. Repeatedly performing the full training process to investigate alternative design decisions would substantially slow down the time to science. Furthermore, as we inevitably move to more complex and accurate functional forms, the size of the parameter space and danger of over-fitting will only become worse.