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Minecraft is the next frontier in Artificial Intelligence.
It's a huge game with many mechanics and intricate sequences of actions. It requires a whole Wiki with more than 8000 pages to instruct humans how to play Minecraft. How effective is artificial intelligence?
This is the question we will answer in this article. We'll develop a bot and try to tackle one of the most difficult challenges in Minecraft: finding diamonds from scratch. To make matters even more difficult, we will take on this challenge in randomly generated environments so we won't be able to learn about a specific seed.
What we're gonna talk about isn't just restricted to Minecraft. It can also be utilized in more complex environments. We will employ two strategies to create the backbone of our intelligent agent.
But before we can train an agent, we have to understand how to interact with the environment. Games 'll start with a scripted bot to familiarize ourselves with the syntax. MineRL is a great tool to create AI applications in Minecraft.
Google Colab has the code for this article. This is a simplified version of the excellent notebooks designed by the organizers of the MineRL 2021 competition (MIT License).
Here's my website: https://aare.xyz/
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