Figure : Schematic illustration for the ML charge prediction and spectral simulation workflow. We translate the atomic coordinates from the classical MD simulation snapshots into descriptors that can be read into ML models. ML models are trained against the partial atomic charges of liquid water from electronic structure calculations. The ML models predict the partial atomic charges for liquid water. Then we calculate the low-frequency IR spectrum of liquid water based on the charges from ML models.