Ridge and Lasso Regression
Published:
Overview
Content from ISL Chapter study notes. Details coming soon.
Key Concepts
- Ridge Regression (L2 Penalty)
- The Lasso (L1 Penalty)
- Regularization Parameter Selection
- Bias-Variance Trade-Off in Regularization
- Ridge Logistic Regression
- Elastic Net
References
- James, G., Witten, D., Hastie, T., & Tibshirani, R. (2021). An Introduction to Statistical Learning (2nd ed.). Springer.