Regression Analysis, Regression, Ridge Regression, Data Science, Machine Learning.
regularization parameter. βⱼ is the coefficient for the jth predictor. The regularization term, λΣ(βⱼ)²​, ensures that the coefficients are minimized, discouraging large values. In other words, Ridge Regression encourages a more balanced and stable model by preventing any single predictor from