Elastic Net: The Mediator Who Said 'Let's Take the Best of Both Approaches'

Ridge keeps everyone but shrinks them. Lasso fires people but picks arbitrarily between twins. Elastic Net is the wise mediator who combines both — it can fire irrelevant features WHILE keeping correlated important features together. Here's how it works and why it's often the best choice.