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Representation learning for model-based reinforcement learning in Minecraft

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Project AI: Representation learning for model-based reinforcement learning in Minecraft

This is a project I did in the context of my Master's in Artificial Intelligence at the Unviersity of Amsterdam.

The main report can be found in the root repository directory.

Mainly I am investigating the effect of different representational models, such as VAEs, VQ-VAEs/dVAEs and standard CNNs, as well as implementing and testing an MDN-RNN (based on World Models (Ha & Schmidhuber, 2018). The final RL agents are trained via DQfD, which is also reimplemented.

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Representation learning for model-based reinforcement learning in Minecraft

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