Regularisation
A penalty added during training that discourages overly complex models, such as large coefficients.
Another fix is regularisation: we change what the model is trying to do, from “fit the points” to “fit the points, but pay a price for large coefficients”.
See it in action
Try regularisation hands-on in the lesson Overfitting, part of the AI fundamentals course.