The digitization of health records and advancements in computing power are fueling a revolutionary transformation in healthcare management, driven by machine learning. We'll leverage MDP and big data to optimize patient monitoring and treatment for chronic disease, improving quality of life. Our evidence-based approach outperforms current practices, validated using clinical data.