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Here is the technical approach to mastering regression for multicollinear chemical data in professional research. Master the use of PLS, Lasso, and Ridge to link physico-chemical properties to degradation rates. This guide empowers you to report model performance with a cohesive analytical framework and the highest degree of accuracy.