Comment by zhinit

To do this, I think you are right that you would need to 'downgrade' modern recordings to sound old so that you have both sides of the training data covered.

This would be a cool project to work on. Ideally you would buy some vintage gear and then run the audio through both, but that would be very expensive. You could may be find some vst emulations though and get decent results.