Machine Learning, Python, Linear Regression, Gradient Descent, Regression Analysis.
loss function. penalty is the type of regularization. The default is l2, which is Ridge regression. Other options include l1 (Lasso) and elasticnet. l1_ratio is the Elastic Net mixing parameter. alpha is the regularization control parameter. Higher values result in stronger regularization.