This real-time model analyzes the signal from only one-lead ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is made in order to detect other sorts of anomalies like atrial flutter, and can be consistently extended and enhanced.The model can also consider an current online video and extend it or fill in mi