This project aims to develop a unified learning framework for advanced driver assistance systems, enabling safe and comfortable driving. It integrates deep neural networks for multi-object detection, classification, tracking, trajectory prediction, path planning, and action control, allowing the ego vehicle to make intelligent, real-time driving decisions.