Was there any rationale to using a "deep learning model" to train a 20 parameter model? Sounds like some amateur DS convinced the team this is a good idea becau

Was there any rationale to using a "deep learning model" to train a 20 parameter model? Sounds like some amateur DS convinced the team this is a good idea because he thought deep learning was cool?