Machine Learning (ML) and Artificial Intelligence (AI) are revolutionizing catalysis by: - Predictive Modeling: ML algorithms can predict the behavior of catalysts under various conditions, reducing the need for extensive empirical testing. - Optimization: AI can optimize reaction conditions in real-time, improving yield and selectivity. - Designing New Catalysts: AI-driven techniques can identify novel catalysts with desired properties, accelerating the innovation cycle.