The ECHO system uses machine learning and an RF sensor to monitor the daily activities of senior citizens without compromising their privacy. It detects falls, respiration distress, and other abnormal situations, and alerts emergency operators or caregivers automatically. The system is non-wearable and covers a standard apartment with a single device, making it an easy-to-use solution for elderly care.