I. Introduction  
II. Deep Reinforcement Learning for Decision Making and Motion Planning  
III. Deep Reinforcement Learning for Vehicle Control  
IV. End-to-End Deep Reinforcement Learning for Autonomous Driving  
V. Conclusions