Issue not reproducible with the code in 
https://zh.gluon.ai/chapter_computer-vision/fine-tuning.html.
(MXNET 1.3.1 Python 3.6.5 MacOS).

@sandeep-krishnamurthy  Please close this issue.
@bigdata-eqxiu Please feel free to reopen if this issue appears again.

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https://github.com/apache/incubator-mxnet/issues/8953 ]
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