Introduced in 2017 by John Schulman et al., Proximal Policy Optimization (PPO) still stands out as a reliable and effective reinforcement learning algorithm. In this blog post, we’ll explore the fundamentals of PPO, its evolution from Trust Region Policy Optimization (TRPO), how it works, and its challenges.