So if you plug this back into our formula for the derivative of J, you find that the derivative with respect to theta of J of theta is equal to one-half X transpose theta, plus X transpose X theta, minus X transpose Y, minus X transpose Y, which is just X transpose X theta minus X [inaudible]. 