ThomasDelteil commented on issue #10959: [MXNET-423] Gluon Model Zoo Pre 
Trained Model tutorial
URL: https://github.com/apache/incubator-mxnet/pull/10959#issuecomment-389922756
 
 
   @safrooze I am not disputing the fact that freezing parameters is a useful 
(and used) technique, especially training difficult to converge networks like 
GANs where you want to freeze parts of your network at times to help 
convergence.
   
   However I think it is out of scope of a tutorial called **Using pre-trained 
models from the Gluon Model Zoo**.  I would stick to my decision to not include 
a fully worked out example of fine-tuning, freezing parameters, etc. It should 
be the subject of a separate tutorial where its usefulness is demonstrable and 
demonstrated.
   
   It is the `Gluon` equivalent of this `Module` tutorial: 
https://github.com/apache/incubator-mxnet/blob/master/docs/tutorials/python/predict_image.md

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