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MineRL: Towards AI in Minecraft

tl;dr: Build AI in Minecraft in the Diamond and BASALT competitions!

tl;dr: Use the MineRL environments!

tl;dr: Get the MineRL dataset!

Welcome to MineRL. We want to build agents that play Minecraft using state-of-the-art Machine Learning! To do so, we have created one of the largest imitation learning datasets with over 60 million frames of recorded human player data. Our dataset includes a set of tasks which highlights many of the hardest problems with current techniques: environments with lots of hierarchy, tasks where rewards are sparse, and tasks where rewards are hard to define.

Get started by installing the environment, running your first agent and by checking out tasks designed to get you started with MineRL.

Navigate: 
    <img src="assets/videos/navigate1.mp4.gif" class="video">


    <img src="assets/videos/navigate2.mp4.gif" class="video">


    <img src="assets/videos/navigate3.mp4.gif" class="video">


    <img src="assets/videos/navigate4.mp4.gif" class="video">


    <img src="assets/videos/navigateextreme1.mp4.gif" class="video">


    <img src="assets/videos/navigateextreme2.mp4.gif" class="video">


    <img src="assets/videos/navigateextreme3.mp4.gif" class="video">


    <img src="assets/videos/navigateextreme4.mp4.gif" class="video">

</div>
Obtain: 
    <img src="assets/videos/obed1.mp4.gif" class="video">


    <img src="assets/videos/obed2.mp4.gif" class="video">


    <img src="assets/videos/obed3.mp4.gif" class="video">


    <img src="assets/videos/obed4.mp4.gif" class="video">


    <img src="assets/videos/odia1.mp4.gif" class="video">


    <img src="assets/videos/odia2.mp4.gif" class="video">


    <img src="assets/videos/odia3.mp4.gif" class="video">


    <img src="assets/videos/odia4.mp4.gif" class="video">

</div>

    <img src="assets/videos/omeat1.mp4.gif" class="video">


    <img src="assets/videos/omeat2.mp4.gif" class="video">


    <img src="assets/videos/omeat3.mp4.gif" class="video">


    <img src="assets/videos/omeat4.mp4.gif" class="video">


    <img src="assets/videos/orion1.mp4.gif" class="video">


    <img src="assets/videos/orion2.mp4.gif" class="video">


    <img src="assets/videos/orion3.mp4.gif" class="video">


    <img src="assets/videos/navigateextreme4.mp4.gif" class="video">

</div>
Survival: 
    <img src="assets/videos/survival1.mp4.gif" class="video">


    <img src="assets/videos/survival2.mp4.gif" class="video">


    <img src="assets/videos/survival3.mp4.gif" class="video">


    <img src="assets/videos/survival4.mp4.gif" class="video">


    <img src="assets/videos/survival5.mp4.gif" class="video">


    <img src="assets/videos/survival6.mp4.gif" class="video">


    <img src="assets/videos/survival7.mp4.gif" class="video">


    <img src="assets/videos/survival8.mp4.gif" class="video">

Get involved

Our project consists of three main components: