Machine Learning, Overfitting.
Through biasing data points towards specific values such as very small values to zero, Regularization achieves this biasing by adding a tuning parameter to strengthen those data points. Such as; L1 regularization: It adds an L1 penalty that is equal to the absolute value of the magnitude of the