Machine learning (ML) is a subset of artificial intelligence (AI) that involves training algorithms on data to make predictions or decisions without explicit programming. In the context of catalysis, ML can be used to analyze large datasets, optimize reaction conditions, and even discover new catalytic materials. The integration of ML can vastly improve the efficiency and effectiveness of catalytic processes.