It begins by introducing fundamental concepts of AI and traffic management, then delves into applications such as adaptive traffic signal control and autonomous vehicle integration. Case studies from around the world showcase successful implementations and lessons learned, culminating in a discussion of future trends and ethical considerations, making it a comprehensive guide for transportation planners, traffic engineers, and policymakers.