Reinforcement Learning, in Pictures and Videos
a day ago
- #Machine Learning
- #AI Applications
- #Reinforcement Learning
- Reinforcement Learning (RL) involves defining a goal or reward function and letting an AI learn through millions of attempts.
- RL-trained drones have defeated world champion human pilots in FPV racing.
- Robots, like a dog on a yoga ball or a hand solving a Rubik's cube, can learn complex tasks entirely in simulation and transfer to the real world.
- RL enables AI to generate and improve creative content, such as paintings and videos, by optimizing specific reward functions.
- RL is used in practical applications like optimizing ad engagement, reducing energy consumption in data centers, and controlling fusion reactors.
- The shape of an RL problem includes a scoreable goal, a way to try (simulator or real environment), and a model that improves through iteration.