A demonstration of how principal components regression and partial squares regression work
Regularization and Shrinkage: Ridge, Lasso and Elastic Net Regression
Regularization and shrinkage using Ridge, Lasso and Elastic Net regression: Solutions using cross-validation in Sci-Kit (sklearn/ Python)