We have implemented and compared DQN and PPO algorithms for collecting wood logs in Minecraft. This project analyzes the performance characteristics, sample efficiency, and training stability of these two popular reinforcement learning algorithms.
- Python 3.8+
- PyTorch 1.10+
- MineRL environment
- OpenCV for observation processing
- NumPy, Matplotlib for data processing and visualization
If you use this code in your research, please cite our work.
@misc{Tirth2025minerl,
title={Efficient Item Collection in Minecraft},
author={Tirth Patel, Ege Ozgul},
year={2025},
publisher={GitHub},
howpublished={\url{https://github.com/Pateltirths1012/Efficient-item-collection-in-minecraft.git}}
}