[ w_j := w_j - \alpha \frac{\partial J(w)}{\partial w_j} ]
[ y = w_0 + w_1 x_1 + w_2 x_2 + \dots + w_n x_n ] machine learning by sridhar pdf
We minimize Mean Squared Error (MSE):
