AI and Minecraft
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The document discusses the integration of artificial intelligence, specifically reinforcement learning, within the popular game Minecraft and the Project Malmo initiative by Microsoft Research. It provides an overview of reinforcement learning concepts, including key principles, examples, and applications in the game environment. Additionally, it contains contact information and links for further exploration of the topics and projects mentioned.
AI and Minecraft
- 1. Lars Gregori, SAP Hybris Labs November 06, 2017 AI and Minecraft
- 2. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ Minecraft and Malmo ▪ What is Minecraft and Project Malmo? Reinforcement Learning ▪ An introduction to Reinforcement Learning. AI and Minecraft ▪ Reinforcement Learning with Minecraft and Malmo. Agenda
- 3. Minecraft
- 4. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ #AIandMinecraft @choas Minecraft Markus "Notch" Persson Mojang AB Best-selling PC game of all time Exploration Resource gathering Crafting Combat Sandbox construction game Creative + building aspects Three-dimensional environment
- 5. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ Minecraft Demo
- 7. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ #AIandMinecraft @choas Project Malmo Open Source (Github) Microsoft Research Lab Based on Minecraft / Minecraft Forge Agents written in Python, Lua, C++, C#, Java, Torch, ALE Mission XML WorldState Send Command
- 8. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ Malmo Tutorial
- 10. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ #AIandMinecraft @choas Reinforcement Learning Supervised Learning Unsupervised Learning Reinforcement Learning
- 11. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ #AIandMinecraft @choas Reinforcement Learning Observation Reward Action Environment Agent
- 12. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ #AIandMinecraft @choas “Reinforcement learning is like trial-and-error learning.”David Silver Reinforcement Learning
- 13. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ Public 13 Reinforcement Learning: An Introduction Richard S. Sutton and Andrew G. Barto (1998) Reinforcement Learning
- 14. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ Reinforcement Learning Example
- 16. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ #AIandMinecraft @choas Deep Reinforcement Learning Supervised Learning Unsupervised Learning Reinforcement Learning
- 17. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ #AIandMinecraft @choas Deep Reinforcement Learning https://youtu.be/TmPfTpjtdgg
- 18. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ Deep Minecraft
- 19. Thank you. Contact information: Lars Gregori @choas
- 20. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ #AIandMinecraft @choas The Malmo Platform for Artificial Intelligence Experimentation. Proc. 25th International Joint Conference on Artificial Intelligence http://www.ijcai.org/Proceedings/2016 Project Malmo https://www.microsoft.com/en-us/research/project/project-malmo/ Project Malmo (Github) https://github.com/Microsoft/malmo Links
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