Polynomial function defined Incorrect https://github.com/luisguiserrano/manning/blob/master/Chapter_04_Testing_Overfitting_Underfitting/UPDATED_Polynomial_regression_regularization.ipynb on x = 1 y must be = 0, but in your code y = 1