Cost Function, Regularization.
but instead, you just make sure, to use this sole of regularized objective, then what you can get out is in fact a curve that isn’t quite a quadratic function, but is much smoother and much simpler and maybe a curve like the magenta line that, you know, gives a much better hypothesis for this data.