Supplementary material

The supplementary material consists of a document with detailed equations for the machine learning part as well as equations for the calculation of IR spectra. In addition, detailed training procedures and a table of all PAW potentials used in the DFT calculations are given. Finally, a comparison between the ionic and ML contributions to the IR spectrum of MAPbI3 is shown.