¹It should be clear from Figure 5.7 why we want the negation of the derivative. If the weight is above the minimum value, the slope at that point is positive and we want to decrease the weight; thus when the slope is positive we add a negative amount to the weight. On the other hand, if the weight is too small, the error curve has a negative slope at that point, so we want to add a positive amount to the weight.