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.

They teach Python’s syntax, along with data types, code commenting, conditional statements, custom modules and libraries, string functions and more.