Cost Function, Regularization.
a simpler hypothesis. So, for our last example, we penalize just theta 3 and theta 4 and when both of these were close to zero, we wound up with a much simpler hypothesis that was essentially a quadratic function. But more broadly, if we penalize all the parameters usually that, we can think of