Yes, ML can predict reaction mechanisms by analyzing large datasets of reaction conditions and outcomes. Support Vector Machines and Random Forests are particularly good at classifying different reaction pathways based on input data. This predictive capability helps in understanding complex catalytic cycles and identifying the most efficient pathways for desired reactions.