Some question about finetuning

[wangxianliang]

1. During fine-tuning, is it possible to set some layers' learning rate as 0, if possible, how to do?
2. In multi-task fine-tuning, how to alter multi-losses with the new one?
3. If I want to remove the last several layers, and replace them with new layers, how to implement? Thanks a lot!