I. Introduction  
II. Components of AD System  
III. Reinforcement Learning  
IV. Extensions to Reinforcement Learning  
V. Reinforcement Learning for Autonomous Driving Tasks  
VI. Real World Challenges and Future Perspectives  
VII. Conclusion