This actual-time model analyzes the signal from only one-direct ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is developed to have the ability to detect other kinds of anomalies including atrial flutter, and may be repeatedly extended and enhanced. More duties may be easily extra to the SleepKit