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This genuine-time model analyzes the sign from only one-direct ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is intended to be able to detect other kinds of anomalies which include atrial flutter, and will be repeatedly prolonged and improved.Generative models are One of the more promising approaches in