This serious-time model analyzes the signal from only one-direct ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is intended to have the ability to detect other kinds of anomalies which include atrial flutter, and may be repeatedly prolonged and enhanced