This authentic-time model analyzes the signal from just one-lead ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is intended to be able to detect other kinds of anomalies including atrial flutter, and can be continually extended and enhanced. Personalised health and fitness monitoring is now ubiquitous