.. role:: raw-html(raw) :format: html .. image:: assets/block.png :scale: 4 % :alt: alternate text :align: left ================================== MineRL: Towards AI in Minecraft ================================== .. image:: assets/survival1.mp4.gif :scale: 100 % :alt: .. image:: assets/survival2.mp4.gif :scale: 100 % :alt: .. image:: assets/survival3.mp4.gif :scale: 100 % :alt: .. image:: assets/survival4.mp4.gif :scale: 100 % :alt: .. image:: assets/survival6.mp4.gif :scale: 100 % :alt: .. image:: assets/orion1.mp4.gif :scale: 100 % :alt: .. |biohazard| image:: https://pepy.tech/badge/minerl |biohazard| :raw-html:`

` Welcome to documentation for the MineRL_ project and its related repositories and components! .. image:: assets/demo.gif :scale: 100 % :alt: .. _MineRL: http://minerl.io .. _OpenAI Gym: https://gym.openai.com .. _MineRL-v0 Dataset: http://minerl.io/dataset .. _set of environments: http://minerl.io/docs/environments What is MineRL --------------- MineRL is a research project started at Carnegie Mellon University aimed at developing various aspects of artificial intelligence within Minecraft. In short MineRL consists of several major components: - `MineRL-v0 Dataset`_ -- One of the largest imitation learning datasets with over **60 million frames** of recorded human player data. The dataset includes a `set of environments`_ which highlight many of the hardest problems in modern-day Reinforcement Learning: sparse rewards and hierarchical policies. - :code:`minerl` -- A rich python3 package for doing artificial intelligence research in Minecraft. This includes two major submodules. We develop :code:`minerl` in our spare time, `please consider supporting us on Patreon`_ - :code:`minerl.env` -- A growing set of OpenAI Gym environments in Minecraft. These environments leverage a **synchronous**, **stable**, and **fast** fork of Microsoft Malmo called *MineRLEnv*. - :code:`minerl.data` -- The main python module for ext with the *MineRL-v0* dataset .. _please consider supporting us on Patreon: https://www.patreon.com/wguss_imushroom .. toctree:: :caption: Tutorials and Guides :maxdepth: 2 tutorials/index tutorials/first_agent tutorials/data_sampling tutorials/k-means tutorials/minerl_tools .. toctree:: :caption: MineRL Environments :maxdepth: 2 environments/index .. toctree:: :caption: Notes :maxdepth: 2 notes/windows .. toctree:: :maxdepth: 2 :caption: MineRL package API Reference api/env api/data Indices and tables --------------------- * :ref:`genindex` * :ref:`modindex` * :ref:`search`