Reinforcement learning and robotics are two dynamic fields within the realm of artificial intelligence and machine learning. The combination of these domains offers an exciting avenue for training intelligent agents to make decisions and perform tasks in physical environments. In this chapter, we delve into the convergence of reinforcement learning and robotics, exploring their synergies and examining the applications, techniques, and challenges that arise in this fascinating intersection.