This genuine-time model analyzes the signal from only one-direct ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is made to be able to detect other sorts of anomalies for instance atrial flutter, and can be continuously prolonged and enhanced.