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This authentic-time model analyzes the signal from an individual-lead ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is created in order to detect other types of anomalies including atrial flutter, and may be consistently prolonged and improved. We represent movies and images as collections of smaller