We are developing an AI platform able to diagnose a wide range of non-communicable disease (arrhythmias, hypertension, asthma, COPD, Parkinson and others) and estimate body parameters (blood pressure, HRV, glycemia), from "dirty signals", like the ones generated by consumer electronics such as smartphones or surveillance cameras, while employing a limited clinical dataset. This platform would allow advanced telehealth solutions to spread cheaply on smartphones, wearables and other consumer electronic devices.