Disclosed herein are method, system, and computer program product embodiments for performing the continuous and autonomous selective tuning of received audio input from an earpiece, according to a variety of user-based tuning profiles and autonomous determination mechanisms for selecting any one of the tuning profiles, using logistic regression, multi-layered ensemble classifiers incorporating machine learning techniques, etc, for an optimal in-ear hearing experience for a user.