This genuine-time model analyzes the signal from only one-guide ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is intended to have the ability to detect other sorts of anomalies for instance atrial flutter, and may be continually extended and enhanced.