The College of Computer Science and Information Technology at  University of Basrah organized a scientific lecture entitled: "Predicting thyroid disorders in diabetic patients using machine learning algorithms." The lecture aimed to focus on the critical intersection between machine learning and health care, especially in predicting thyroid disorders in diabetic patients. The lecture, presented by the student in the Department of Computer Information Systems, "Heba Awda Sayed," included reference to four separate experiments and that early diagnosis and accurate prediction are essential for effective treatment and management, given the increase in the prevalence of diabetes and thyroid disorders.