Addressing the ever-growing problem of urban traffic requires advanced approaches. Smart traffic platforms are emerging as a effective instrument to improve circulation and alleviate delays. These platforms utilize current data from various inputs, including cameras, connected vehicles, and previous trends, to adaptively adjust signal timing, redir