This authentic-time model analyzes the sign from a single-guide 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 for instance atrial flutter, and may be continuously prolonged and enhanced