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This serious-time model analyzes the signal from a single-direct ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is built to be able to detect other kinds of anomalies such as atrial flutter, and can be repeatedly prolonged and enhanced.Generative models are one of the most promising ways in direction of