Regression Analysis, Regression, Ridge Regression, Data Science, Machine Learning.
generalization capabilities. 3. Variable Selection: While Ridge Regression doesn’t force coefficients to be exactly zero, it does push them toward zero. This encourages variable selection and helps identify the most important predictors in the model. Limitations of Ridge Regression 1.