This real-time model analyzes the sign from a single-direct ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is designed to have the ability to detect other kinds of anomalies like atrial flutter, and may be continuously prolonged and improved.We symbolize videos and pictures as collections of more compact