Catalysis plays a crucial role in numerous industrial processes, including chemical synthesis, environmental protection, and energy conversion. Traditional methods of discovering and optimizing catalysts are often time-consuming and expensive. ML has the potential to revolutionize this field by speeding up the discovery process, reducing costs, and providing deeper insights into catalytic mechanisms.