Open mrocamora opened 4 years ago
Hi Martín, nice to hear from you.
Thanks for proposing new features to improve the library. I'm working on this, I added a fine_tuning
function in the DCASEModelContainer
class. I'm also adding tests/test_fine_tuning.py
script as an example on how to use the new function. Please check it out and let me know your opinions.
Regards, Pablo
Another feature we would need is transfer learning, for adapting a model to our particular purposes.
In particular, we would like to train a model, for instance, SB_CNN with URBAN_SED. Then, we would like to remove the last fully connected layers and replace them with new fully connected layers. Finally, we would like to train these layers with a certain dataset (e.g. recordings of the sound classes we want to detect), while keeping the weights fixed for the rest of the model.
I am willing to discuss the different possible ways of implementing this, if you agree.
Thanks!