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This authentic-time model analyzes the signal from a single-guide ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is made to be able to detect other sorts of anomalies which include atrial flutter, and can be constantly prolonged and improved.Generative models are one of the most promising techniques to t