Project Malmo – a platform for fundamental AI research
I present Project Malmo – an AI experimentation platform built on top of the popular computer game Minecraft, and designed to support fundamental research in artificial intelligence. As the AI research community pushes for artificial general intelligence (AGI), experimentation platforms are needed that support the development of flexible agents that learn to solve diverse tasks in complex environments. Minecraft is an ideal foundation for such a platform, as it exposes agents to complex 3D worlds, coupled with infinitely varied game-play. Project Malmo provides a sophisticated abstraction layer on top of Minecraft that supports a wide range of experimentation scenarios, ranging from navigation and survival to collaboration and problem solving tasks. In this talk I discuss Malmo, and how it can push help the research community tackle the next big challenges in AI.
- Séries:
- Cambridge Lab PhD Summer School
- Date:
- Haut-parleurs:
- Katja Hofmann
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Scarlet Schwiderski-Grosche
Director
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Taille: Cambridge Lab PhD Summer School
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The Malmo Collaborative AI Challenge
Speakers:- Scarlet Schwiderski-Grosche
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Counterfactual Multi-Agent Policy Gradients
Speakers:- Scarlet Schwiderski-Grosche
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Design - On the Human Side
Speakers:- Alex Taylor,
- Scarlet Schwiderski-Grosche
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Probabilistic Machine Learning and AI
Speakers:- Scarlet Schwiderski-Grosche
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Policy Gradient Methods: Tutorial and New Frontiers
Speakers:- Scarlet Schwiderski-Grosche
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Strategic Thinking for Researchers
Speakers:- Andy Gordon,
- Jeff Running
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How to Write a Great Research Paper
Speakers:- Scarlet Schwiderski-Grosche,
- Simon Peyton Jones
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Project Malmo – a platform for fundamental AI research
Speakers:- Scarlet Schwiderski-Grosche
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No Compromises: Distributed Transactions with Consistency, Availability, and Performance
Speakers:- Scarlet Schwiderski-Grosche
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The Evolution of Innovation
Speakers:- Scarlet Schwiderski-Grosche
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How to Give a Great Research Talk
Speakers:- Scarlet Schwiderski-Grosche,
- Simon Peyton Jones