This true-time model analyzes the sign from only 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 for example atrial flutter, and may be consistently prolonged and enhanced.