1. Introduction Diabetes is a chronic medical condition that affects millions of people worldwide. Its prevalence is steadily increasing, making it a significant public health concern. Early detection and timely intervention are crucial for effectively managing this condition and reducing the risk of complications. In recent years, advancements in machine learning and data analytics have provided new avenues for improving healthcare outcomes, including the development of intelligent diagnostic systems. Features Gender Gender refers to the biological sex of the individual, which can have an impact on their susceptibility to diabetes. Age Age is an important factor as diabetes is more commonly diagnosed in older adults, Age ranges from 0-80 in our dataset. Hypertension Hypertension is a medical condition in which the blood pressure in the arteries is persistently elevated. Heart Disease Hea...