NanoSemi applies machine learning to linearize and improve radio systems. We make Wi-Fi, 5G, 4G, DOCSIS, millimeter wave and any other radio system better by improving the power efficiency, the total power output and extending higher data rates over any range. The multi-disciplinary team and technology originated from MIT and MIT Lincoln Labs and are applying nonlinear dynamical system identification as part of our machine learning algorithms.