What Role Does Machine Learning Play in Visualization?
Machine learning (ML) algorithms can analyze large datasets to identify patterns and correlations that might not be evident through traditional methods. ML can generate predictive models that are visualized to show how changes in reaction conditions affect catalytic activity. Techniques like clustering and principal component analysis (PCA) help in reducing data dimensionality and visualizing the most significant factors.
