Cost Function, Regularization.
theta 4, to be very small leads to simpler hypotheses. Smaller parameter values correspond to smoother functions, reducing the risk of overfitting. Regularization Process: Regularization aims to keep parameter values small by adding a regularization term to the cost function. The regularization