This serious-time model analyzes the signal from just one-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 for instance atrial flutter, and may be constantly prolonged and enhanced.