Addressing the ever-growing challenge of urban congestion requires advanced strategies. Smart traffic platforms are arising as a promising resource to improve passage and lessen delays. These approaches utilize real-time data from various sources, including cameras, linked vehicles, and past trends, to adaptively adjust traffic timing, reroute vehi