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This true-time model analyzes the sign from a single-lead ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is intended to be able to detect other types of anomalies which include atrial flutter, and can be continuously extended and enhanced. Additional duties is usually very easily included towards