This real-time model analyzes the sign from one-direct ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is designed to have the ability to detect other types of anomalies such as atrial flutter, and may be repeatedly prolonged and improved. A