This project aims to solve the problems of autonomous learning in path planning and obstacles avoidance with the use of reinforcement learning algorithms, to enable the robot to perceive the environment, perform feature extraction, and navigate through a given environment by detecting and avoiding the obstacles in the path, thereby reducing manual intervention for delivery purposes.