lab and lab2d

Lab and Lab2D are ecosystem siblings where the 2D variant provides a simplified, faster-to-iterate alternative to the 3D platform for the same agent-based research workflows, allowing researchers to choose dimensionality based on their specific simulation complexity requirements.

lab
51
Established
lab2d
45
Emerging
Maintenance 0/25
Adoption 10/25
Maturity 16/25
Community 25/25
Maintenance 0/25
Adoption 10/25
Maturity 16/25
Community 19/25
Stars: 7,338
Forks: 1,401
Downloads:
Commits (30d): 0
Language: C
License:
Stars: 439
Forks: 59
Downloads:
Commits (30d): 0
Language: C++
License: Apache-2.0
Stale 6m No Package No Dependents
Stale 6m No Package No Dependents

About lab

google-deepmind/lab

A customisable 3D platform for agent-based AI research

DeepMind Lab provides a customizable 3D environment for training AI agents. It takes in configurations for challenging 3D navigation and puzzle-solving tasks, allowing researchers to observe how AI agents learn and adapt in these scenarios. This tool is for AI researchers and practitioners focused on developing and evaluating deep reinforcement learning algorithms.

AI-research reinforcement-learning agent-simulation 3D-environment-design AI-training

About lab2d

google-deepmind/lab2d

A customisable 2D platform for agent-based AI research

This tool helps AI researchers create customized 2D grid-based environments for testing machine learning agents. You define the world's layout using simple text maps and its rules with Lua code, then your AI agents interact with it. It's designed for researchers developing and evaluating new machine learning algorithms, providing a flexible simulation space.

AI-research agent-simulation reinforcement-learning virtual-environments machine-learning-experimentation

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