Data Science, Machine Learning, Regression, Data Analysis, Statistics.
the L1 and L2 penalties. Mathematically, it’s represented as: Where: J (β) is the cost function. RSS (Residual Sum of Squares) is the standard measure of fit. λ is the regularization parameter controlling the overall strength of the penalty. α is the balance parameter between L1 and L2 penalties.