This genuine-time model analyzes the signal from only one-direct ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is created to have the ability to detect other types of anomalies for example atrial flutter, and can be continuously prolonged and improved. For the binary outcome that may both be ‘yes/n