This real-time model analyzes the signal from one-lead 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 including atrial flutter, and can be consistently extended and improved.To get a binary end result that may either be ‘yes/no’ or ‘