Gradient descent, how neural networks learn | Deep Learning Chapter 2
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把每张训练图像的代价合成平均损失,才得到优化要走的地形。负梯度给出当前位置的下降方向;一次下降不能验证每个导数都算对了。
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So then what you do is consider the average cost over all of the tens of thousands of training examples at your disposal.This process of repeatedly nudging an input of a function by some multiple of the negative gradient is called gradient descent.