Machine Learning, Linear Regression, Ridge Regression, Lasso Regression, Genomics.
two methods solve collinearity differently: Ridge leads the coefficients of correlated predictors to be similar, while in Lasso one of the correlated predictors has a larger coefficient and the others are zeroed. The figure below explains what is happening using different values of lambda to