View on GitHub What is Elastic Net. Elastic Net On this page On this page Elastic Net Elastic Net It is a combination of ridge and lasso and has the best of both worlds. It is especially useful for: Small datasets or when number of columns is comparable to number of records Several features are strongly correlated and hence dropping the feature is not possible/preferable.