Can you share your system info such as CUDA version/driver version? Please use 
tools/diagnose.py and paste the outputs of it here. I've previously used 
Ubuntu16.04+CUDA8+CuDNN6+GTX1050 and it worked fine on my end.

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https://github.com/apache/incubator-mxnet/issues/12461 ]
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