Cost Function, Regularization.
simple to avoid overfitting. For our housing price prediction example, whereas, previously, if we had fit a very high order polynomial, we may have wound up with a very, sort of wiggly or curvy function like this. If you still fit a high order polynomial with all the polynomial features in there,