jeremiedb commented on issue #9358: Why does running 1 round of an MXNET model 
training produce Train-mse=NaN?
URL: 
https://github.com/apache/incubator-mxnet/issues/9358#issuecomment-366400747
 
 
   This looks like a bug. There should be a reset of the iterator prior to the 
forward-backward loop instead of the current reset that is made after 
exhausting the iterator. I can fix this in the current opened pull request. 
   
   @alexmosc : this bug correction will however be applied on current master 
version, for which there's currently no recent Windows package built. Building 
from source on Windows is a bit of a pain, so easiest might be to run through 
Linux or use a docker image on Windows.

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