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This genuine-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 have the ability to detect other kinds of anomalies such as atrial flutter, and may be continually extended and enhanced.Generative models are The most promising approaches in direc