Intuition behind back-propagation
没整明白forward-mode和reverse-mode,在这里可以找到答案
http://colah.github.io/posts/2015-08-Backprop/#fn1
记下让我印象比较深刻的三句话:
“Forward-mode differentiation gave us the derivative of our output with respect to a single input, but reverse-mode differentiation gives us all of them.”
“Where the reverse-mode gives the derivatives of one output with respect to all inputs, the forward-mode gives us the derivatives of all outputs with respect to one input.”
“Derivatives are cheaper than you think.”
再补充一个讲Auto Differentiation的链接
http://www.ams.org/publicoutreach/feature-column/fc-2017-12