1 INTRODUCTION

2 PRELIMINARIES ON DEEP REINFORCEMENT LEARNING

4 ROOTS OF OVERESTIMATION IN DEEP REINFORCEMENT LEARNING

5 THE ROLE OF EXPLORATION IN OVERFITTING

6 REGULARIZATION

7 META-REINFORCEMENT LEARNING AND META GRADIENTS

8 TRANSFER IN REINFORCEMENT LEARNING

9 LIFELONG REINFORCEMENT LEARNING

10 INVERSE REINFORCEMENT LEARNING

11 CONCLUSION