Ridge regression: Difference between revisions

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'''Ridge regression''' is a regression model with an additional term called the ''regularizer''. The motive for this model is to discourage [[Curve Fitting#Overfitting|overfitting]]. It is similar to [[Regularization]], except it more heavily punishes complex models.
'''Ridge regression''' is a regression model with an additional term called the ''regularizer''. The motive for this model is to discourage [[Curve Fitting#Overfitting|overfitting]]. It is similar to [[lasso regression]], except it more heavily punishes complex models.


= Regularizer =
= Regularizer =

Latest revision as of 19:59, 18 May 2024

Ridge regression is a regression model with an additional term called the regularizer. The motive for this model is to discourage overfitting. It is similar to lasso regression, except it more heavily punishes complex models.

Regularizer

The regularizer is an additional term to the loss function that penalizes higher order terms.