Reinforcement Learning: How Machines Learn to Act
Reinforcement learning is the framework for learning through interaction — where the learner acts, the world responds, and the learner adjusts over time based on what happened. This article covers what RL actually is, how the mathematics works, how it's used to train modern AI models including LLMs, implementation details, and unsolved problems.