L1 and L2 Regularization

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Mathematically speaking, L1 is just the sum of the weights as a regularization term in order to prevent the coefficients to fit so perfectly to overfit. There is also L2 regularization. where L2 is the sum of the square of the weights.

Good practices for addressing the Overfitting Challenge: