This authentic-time model analyzes the sign from just one-direct ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is intended to have the ability to detect other types of anomalies like atrial flutter, and can be repeatedly prolonged and enhance