apeforest commented on a change in pull request #15109: [DOC] refine autograd 
docs
URL: https://github.com/apache/incubator-mxnet/pull/15109#discussion_r293479052
 
 

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 File path: docs/api/python/autograd/autograd.md
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 @@ -76,7 +82,63 @@ Detailed tutorials are available in Part 1 of
 [the MXNet gluon book](http://gluon.mxnet.io/).
 
 
+# Higher order gradient
+
+Some operators support higher order gradients. Meaning that you calculate the 
gradient of the
 
 Review comment:
   I think "Meaning that you calculate the gradient of the gradient" is 
redundant. People who use this package should understand what second order 
gradient is. Technically speaking it is the second order gradients of a loss 
function with respect to the input variables.

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