I&#x27;m not very up on CNN&#x2F;RNN models yet, beyond the basics, but I do a fair amount of signals analysis.  Is your truth data in git?  I&#x27;d love to work with it.  Second, did you try whitening the [audio] data prior to training your network?  That might help with exposing some more salient features of your signal.  Pretty neat work.