ThomasDelteil commented on a change in pull request #10388: [MXNET-265] Update 
optimizer doc to clarify wd behaviors
URL: https://github.com/apache/incubator-mxnet/pull/10388#discussion_r179935219
 
 

 ##########
 File path: python/mxnet/optimizer.py
 ##########
 @@ -538,7 +538,7 @@ def update_multi_precision(self, index, weight, grad, 
state):
 class Signum(Optimizer):
     """The Signum optimizer that takes the sign of gradient or momentum.
 
-    The optimizer updates the weight by:
+    The optimizer updates the weight by::
 
 Review comment:
   extra `:`

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