Description: Health Monitoring Systems are advanced technologies designed to supervise health parameters in real-time, providing critical data about individuals’ physical conditions. These systems integrate sensors, wearable devices, and analysis software to collect information on various metrics such as heart rate, blood pressure, blood oxygen levels, and physical activity. The ability to perform inference at the edge (Edge AI) allows these devices to process data locally, reducing latency and improving efficiency, which is crucial for immediate medical attention. Additionally, the integration of artificial intelligence in mobile devices facilitates access to these systems, enabling users to monitor their health from the comfort of their homes. The relevance of these systems lies in their potential to enhance quality of life, facilitate disease prevention, and optimize healthcare by providing valuable information to both patients and healthcare professionals. In a world where health and wellness are priorities, Health Monitoring Systems emerge as essential tools for self-care and proactive health management.