Abstract: Methods, systems, and/or devices for tuning the configuration settings of one or more RF apparatuses are provided. Various embodiments described herein regard a system that includes a radio frequency apparatus configured to operate based on a plurality of possible configuration settings to generate an output signal that is characterized by a performance metric. The system can also include a tuner that employs a machine learning engine having a training stage and an inference stage. The inference stage can be configured to, based on a machine learning model, search the possible configuration settings for a target configuration setting that results in the performance metric meeting defined bounds of an optimization threshold value.