Cost Function, Regularization.
parameter lambda balances the trade-off between fitting the training data well and keeping parameters small. By penalizing all parameters, regularization promotes simpler hypotheses that generalize better. Application in Housing Price Prediction: Regularization helps avoid overfitting in housing