TI is a useful technique in which a perturbation is applied to facilitate the system's transition from V 0 to V 1 , allowing for an estimation of the resulting free energy difference. This method is widely used in solvation energy prediction and binding free energy between a ligand and a receptor. In this study, we develop a ML/MM-based TI calculation protocol for hydration free energy calculation.