Apart from ImageNet-1k traning test, training test also been executed on small 
dataset, that includes:

  | Training set | Validation set | Classes | Source
-- | -- | -- | -- | --
CiFAR-10 | 50,000 | 10,000 | 10 | Released by MxNET official   
http://data.mxnet.io/data/cifar10/
CiFAR-100 | 50,000 | 10,000 | 100 | Released by MxNET official   
http://data.mxnet.io/data/cifar100.zip
sampled ImageNet | 100,200 | 10,000 | 200 | Sampled from ImageNet-1k and 
converted following the structure   and classes retrieved from tinyImageNet   
(https://www.kaggle.com/c/tiny-imagenet/)



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https://github.com/apache/incubator-mxnet/pull/12591 ]
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