Data Science, Machine Learning, Regression, Data Analysis, Statistics.
complexity. The most common types of regularization in regression are L1 regularization (also known as Lasso regression) and L2 regularization (also known as Ridge regression). Both methods work by adding a penalty term to the loss function used to train the model. L1 regularization encourages