open_spiel VS ml-agents

Compare open_spiel vs ml-agents and see what are their differences.

open_spiel

OpenSpiel is a collection of environments and algorithms for research in general reinforcement learning and search/planning in games. (by google-deepmind)

ml-agents

The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning. (by Unity-Technologies)
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open_spiel ml-agents
44 60
3,969 16,194
1.4% 1.5%
9.4 8.1
3 days ago 8 days ago
C++ C#
Apache License 2.0 GNU General Public License v3.0 or later
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

open_spiel

Posts with mentions or reviews of open_spiel. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-05-26.

ml-agents

Posts with mentions or reviews of ml-agents. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-05-08.

What are some alternatives?

When comparing open_spiel and ml-agents you can also consider the following projects:

gym - A toolkit for developing and comparing reinforcement learning algorithms.

muzero-general - MuZero

PettingZoo - An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities

AirSim - Open source simulator for autonomous vehicles built on Unreal Engine / Unity, from Microsoft AI & Research

carla - Open-source simulator for autonomous driving research.

rlcard - Reinforcement Learning / AI Bots in Card (Poker) Games - Blackjack, Leduc, Texas, DouDizhu, Mahjong, UNO.

gym-battleship - Battleship environment for reinforcement learning tasks

AssetStudio - AssetStudio is a tool for exploring, extracting and exporting assets and assetbundles.

unity-avatar-generation - A minimal example of how to use Unity's AvatarBuilder.BuildHumanAvatar API.

TexasHoldemSolverJava - A Java implemented Texas holdem and short deck Solver

ultimate-volleyball - 3D RL Volleyball environment built on Unity ML-Agents