@nswamy Thanks for the review comments! I will address them and post an update.
Regarding the README, after this example, I am planning to write a README for 
all the examples. That file would explain what's the purpose of each example 
and how to run it.

Conversion from MNIST to CSV ~30 seconds . It's less than the time required to 
download these files.

[ Full content available at: 
https://github.com/apache/incubator-mxnet/pull/12636 ]
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