Comment by cgearhart

RL is equivalent to optimal control in many real-world systems like robotics, self-driving vehicles, and other complex systems (aircraft control, etc.). There are lots of practical applications for RL, but it doesn't always work well; solving even simple problems can often be deceptively complex—to the point of being intractable, unstable, or both.