Cost Function, Regularization.
high order degree polynomial, we end up with a curve that may fit the training set very well, but, really not be a, but overfit the data poorly, and, not generalize well. Machine Learning — Andrew Consider the following, suppose we were to penalize, and, make the parameters theta 3 and theta 4