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dagger-racing

CarRacing-v2 Trained with DAggER Imitation Learning algorithm


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This repository contains the code for an imitation learning model and the DAgger algorithm for the CarRacing-v2 Gym Environment.

This is part of the MassAI Beginner's Lecture Series. Lecture on Imitation Learning was on 11/06/2024.

This repository took inspiration from https://github.com/kvgarimella/dagger, even though this repository is deprecated and will not work for updated Gym versions.

DAgger helps the imitation learning agent learn correct actions when following sub-optimal trajectories:

Check out this paper to learn more about DAgger.

Installation

Clone this repository:

git clone https://github.com/dmtrung14/dagger.git
cd dagger

Install the requirements:

pip install -r requirements.txt

Run DAgger and train your model:

python dagger.py

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