Addressing the ever-growing issue of urban flow requires cutting-edge methods. Smart traffic platforms are arising as a effective instrument to enhance passage and lessen delays. These approaches utilize current data from various inputs, including cameras, connected vehicles, and previous patterns, to dynamically adjust signal timing, redirect vehi