ML performed broadly similarly to FEP, but the uncertainty of the metrics is again remarkably large. This indicates that there is significant variability in the predicted free energies of hydration of the same compound by the ensemble of ML models. By contrast the FEP/ML predictions are of similar precision to the FEP predictions as the uncertainties in the offset terms is comparable or smaller to the uncertainties in the alchemical estimates.