Application of machine learning to discover new intermetallic catalysts for the hydrogen evolution and the oxygen reduction reactions

A machine learning algorithm was trained with a DFT database of H, O, and OH adsorption energies into pure metals and bimetallic compounds including the effect of elastic strains to discover new intermetallic catalysts for the HER and the ORR.