Python, Ridge Regression, Lasso Regression, Elastic Net, Regularization.
residuals with different lambda values in ridge penalty. Image by the author. As we increase the lambda for ridge regression penalty the optimal slope gets closer to zero. But, it is never equal to zero. This is a constraint for ridge regression, weights are never zero meaning that even completely