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Reinforcement Learning Algorithms applied to OpenAI Gym CarRacing Environment πŸš—

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KachowRL - Reinforcement Learning for Car Racing πŸš—


This project was built with the aim of using various model-free reinforcement learning algorithms to train a car how to drive around a race track.

This is no ordinary car, in fact, it is Lightning McQueen!

Instructions

To run our various algorithms for yourself, click on these Google Colab Links:

PPO - Open In Colab

SAC - Open In Colab

TD3 - Open In Colab

A2C - Open In Colab

Results

PPO Gif

PPO Gif

SAC Gif

SAC Gif

TD3 Gif

TD3 Gif

A2C Gif

ezgif com-gif-maker (1)

Acknowledgements

We built this codebase during ACM AI's 2022 Winter Quarter Projects season.

Our team of 4 members built this repo:

We thank @jonzamora and @edwardyang for their mentorship and we hope you find this repository useful for your own Reinforcement Learning Experiments.

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Reinforcement Learning Algorithms applied to OpenAI Gym CarRacing Environment πŸš—

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