We can calculate model complexity by compute norm of parametersAugmented Error is the sum of how badly the model fits and complexity of model (Bias-Variance Trade-off )Model Regularization NotionRegularized LossModel RegularizerSparsity of the ModelModel Regularization ParameterWeight DecayMDL