This actual-time model analyzes the signal from one-direct ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is made in order to detect other types of anomalies like atrial flutter, and will be continuously prolonged and improved. Our models are qualified using publicly available datasets, https://fredericv627tsq2.cosmicwiki.com/user