Overview: Medical diagnosis is crucial for healthcare professionals. Classifying diabetes is especially challenging. Early detection is vital for effective diabetes management. During the diagnosis process, patients undergo multiple tests, and tracking various factors simultaneously can be difficult for professionals. This complexity often leads to inaccurate results, making detection challenging. Fortunately, advanced technologies, particularly machine learning algorithms, are highly beneficial in the healthcare industry. They enable fast and accurate disease prediction, aiding in improved diagnosis outcomes