How to derive gradients in backprop without knowing matrix calculus

[rakuten]

How to derive gradients in backprop without knowing matrix calculus (Part 1)

How to derive gradients in backprop without knowing matrix calculus (Part 2)

道理我都懂，但是神经网络反向传播时的梯度到底怎么求？