Cost Function, Regularization.
function we are going to end up with theta 3 close to 0 and theta 4 close to 0, and as if we’re getting rid of these two terms over there. And if we do that, well then, if theta 3 and theta 4 close to 0 then we are being left with a quadratic function, and, so, we end up with a fit to the data,