This real-time model analyzes the sign from a single-direct ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is built to be able to detect other kinds of anomalies such as atrial flutter, and can be repeatedly extended and improved. Permit&rs