Machine Learning, Statistics, Regression, Ridge Regression, Linear Regression.
above you can see that the green line fits the training data perfectly and is even accounting for the outliers. But because it’s way too specific and doesn’t follow a particular trend, it’s not very good at predicting new values. In contrast, the black line has a clear trend even though it