This authentic-time model analyzes the signal from a single-guide ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is intended to be able to detect other kinds of anomalies like atrial flutter, and can be continuously extended and enhanced. m