pai-plznw4me commented on issue #1516: Why is Adam much slower than sgd?
URL: 
https://github.com/apache/incubator-mxnet/issues/1516#issuecomment-461343958
 
 
   Internally, adams need two more variables for each weight. Therefore, more 
operations are required than Gradient descent and the learning time by sample 
is increased.

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