The thyroid gland plays a pivotal role in maintaining overall health. making the accurate diagnosis of thyroid diseases crucial. In this study. we propose an innovative approach to enhance the diagnostic accuracy of thyroid diseases through the integration of the Emperor Penguin Optimization Algorithm (EPO). https://www.roneverhart.com/Gul-Rune/