Why Penalized Linear Regression Methods Are So Useful

Extremely Fast Coefficient Estimation

Variable Importance Information

Extremely Fast Evaluation When Deployed

Reliable Performance

Sparse Solutions

Problem May Require Linear Model

When to Use Ensemble Methods