Thanks. Right now, I can use ```save_params()``` to get what I want. But it is 
deprecated in the future. I want to address this issue when the mxnet team 
actually decide to deprecate this function and hope can update the functions 
```save_parameters()``` or ```load_parameters()```.

There are two cases I mention before. 1. Training the custom dataset with the 
pre-trained model; 2. Modifying the backbone network such as ResNet and design 
a new network.

[ Full content available at: 
https://github.com/apache/incubator-mxnet/issues/12334 ]
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