Machine Learning, Data Science, Overfitting, Underfitting.
as possible. Complex models with strong regularization often perform better than initially simple models, so this is a very powerful tool. Good model and complex model with regularization. Image by Author More regularization (simplifying the model) means increasing the impact of the regularization