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English

The sign of the gradient of a weight indicates whether the error varies directly with, or inversely to, the weight. Therefore, the weight must be updated in the opposite direction, "descending" the gradient.

Chinese

梯度的方向指明了误差扩大的方向,因此在更新权重的时候需要对其取反,从而减小权重引起的误差。