Argmax

10: Outracing champion Gran Turismo drivers with deep reinforcement learning

August 22, 2022 Vahe Hagopian, Taka Hasegawa, Farrukh Rahman Season 1 Episode 10
10: Outracing champion Gran Turismo drivers with deep reinforcement learning
Argmax
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Argmax
10: Outracing champion Gran Turismo drivers with deep reinforcement learning
Aug 22, 2022 Season 1 Episode 10
Vahe Hagopian, Taka Hasegawa, Farrukh Rahman

We discuss Sony AI's accomplishment of creating a novel AI agent that can beat professional racers in Gran Turismo. Some topics include:
- The crafting of rewards to make the agent behave nicely
- What is QR-SAC?
- How to deal with "rare" experiences in the replay buffer

Link to paper: https://www.nature.com/articles/s41586-021-04357-7

Show Notes

We discuss Sony AI's accomplishment of creating a novel AI agent that can beat professional racers in Gran Turismo. Some topics include:
- The crafting of rewards to make the agent behave nicely
- What is QR-SAC?
- How to deal with "rare" experiences in the replay buffer

Link to paper: https://www.nature.com/articles/s41586-021-04357-7