This actual-time model analyzes the sign from just one-guide ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is developed to have the ability to detect other types of anomalies for example atrial flutter, and can be repeatedly extended and improved.Generative models are one of the most promising methods i