Addressing the ever-growing issue of urban traffic requires cutting-edge strategies. Smart traffic systems are arising as a promising instrument to improve passage and reduce delays. These platforms utilize real-time data from various origins, including cameras, connected vehicles, and historical trends, to dynamically adjust light timing, guide ve