djaym7 edited a comment on issue #17939: Ways of Freezing part of parameter and 
not the whole layer.
URL: 
https://github.com/apache/incubator-mxnet/issues/17939#issuecomment-607365929
 
 
   
![image](https://user-images.githubusercontent.com/12378820/78163995-f4d8f200-73fd-11ea-9e74-f7049539c591.png)
   Instead of freezing, i can use a custom layer and slice them back in the 
weights in forward and backward passes so that they won't be counted in 
calculating gradients (trying to prune them), wouldn't it serve the same 
purpose ?

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