This serious-time model analyzes the signal from only one-lead ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is created to have the ability to detect other sorts of anomalies like atrial flutter, and can be repeatedly prolonged and enhanced.