Which of the following statements is NOT true?

Group of answer choices

In polynomial regression, we generate new features using a polynomial transformation function on the features we already have.

When there are only a few features that have medium $/$ large effect on the dependent variable, we would use a Ridge regression.

An example of regularization is when we add a penalty term to avoid overfitting and reduce the complexity of a model.

Regularization is an overfitting avoidance method.

Increasing the penalty coefficient $($alpha$)$ in Lasso and Ridge regression, would result in simpler models with smaller coefficients.