I. INTRODUCTION  
II. MILESTONES IN REINFORCEMENT LEARNING  
III. BACKGROUND AND PRELIMINARIES  
IV. NEURO SYMBOLIC REINFORCEMENT LEARNING  
V. RELATED WORKS  
VI. OPPORTUNITIES  
VII. CHALLENGES  
VIII. CONCLUSION  