Eventually the return on these weight adjustments will diminish to the point that it is no longer valuable to continue with this particular set of weights. When this happens the entire weight matrix is reset to new random values. This forms a new cycle. The final weight matrix that will be used will be the best weight matrix determined from each of the cycles. We will now examine how these weights are transformed.