This real-time model analyzes the signal from a single-lead ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is designed to be able to detect other types of anomalies such as atrial flutter, and can be continuously extended and enhanced. 8MB of SRAM, the Apollo4 https://ambiq.ai/models/human-activity-recognition/