juliusshufan commented on issue #9866: The default weight initialization 
strategy makes the VGG network difficult to converge when utilizing examples 
under 'example/image-classification'
URL: 
https://github.com/apache/incubator-mxnet/issues/9866#issuecomment-368199338
 
 
   @pengzhao-intel , For ResNet-50, inception-v3 and Alexnet, the convergence 
is OK with default weight initialization and proper LR. 
   ResNet-50/inception-v3 is okay for initial LR 0.1; AlexNet is okay for 
initial LR 0.01.

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