• Potential Energy Surfaces (PES) Mapping: ML models can be used to map the PES of chemical reactions. By training models on quantum mechanical calculations, they can accurately map relationship between molecular structures and corresponding PES. This information can help predict reaction pathways, rates and identify key intermediates and transition states.