You want to take the derivative of a piece of code so that you don't have to either hand-write the derivative yourself, or rely on finite differencing which can

You want to take the derivative of a piece of code so that you don't have to either hand-write the derivative yourself, or rely on finite differencing which can be slower in many circumstances and is almost universally less accurate.