An Overview of the Most Commonly Used Machine Learning Models

There are other two linear models that you should know: Lasso and Ridge. Sometimes we have too many features, and we suspect that many of them are not useful in predicting the label. So what we want to do is keep most of the weights to values near zero. Lasso and Ridge models do just that. The difference is just the method that they use.