The python function above estimate the parameters of w_0 and w_1 using the gradient descent. And before running through each epoch empty containers of zeros are initialized for y, w, and grad.

The vast majority of Cython functions are now exposed in pure Python mode, including functions for calling external C libraries. Another major area of improvement is NumPy support.