This authentic-time model analyzes the signal from one-lead ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is developed to be able to detect other kinds of anomalies which include atrial flutter, and may be constantly extended and enhanced. Added duties is often simply extra for the SleepKit frame