Fine Tuning with Freezing Layers With Smaller Learning Rate?

[chigkim]

Is there a recipe to fine tune with freezing beginning layers and only train the last few layers with smaller learning rate?
If I just use train_yourtts.py with setting RESTORE_PATH, doesn't it train the all the layers?