Unity-Programming-Patterns
Implementations of programming design patterns in Unity with examples in C# when to use them. (by Habrador)
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)
| Unity-Programming-Patterns | ml-agents | |
|---|---|---|
| 5 | 60 | |
| 1,808 | 16,358 | |
| - | 1.0% | |
| 5.6 | 8.0 | |
| 9 months ago | 13 days ago | |
| C# | C# | |
| MIT License | 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.
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.
Unity-Programming-Patterns
Posts with mentions or reviews of Unity-Programming-Patterns.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-06-14.
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Game dev for a Web developer
Look into learning OOP principles, interfaces, dependency injection, etc are key to reduce coupling. Also ignore that other dude in the replies, avoid Unity YouTube content like the plague those videos never teach good practices, for Unity I would suggest MVC, MVVM type patterns, there's some great resources on patterns for games and also some specific Unity architectures that people have created for Unity like SCA Unity.
- Resources for learning game dev for someone who already knows how to code
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Unity C# Cheat Sheet?
For me, references to design patterns and architecture are most useful, but I can this can be a debatable area. This is a unity specific one I find helpful: https://github.com/Habrador/Unity-Programming-Patterns
- Decoupling game logic from unity framework?
- Open source implementations of game programming patterns in Unity
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.
- How do I change the maximum number of steps for training
- are the install steps update to date?
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Help with regenerating new worker id
I am a beginner to using ML Agents to simulate an environment for DL i am trying to trial runs by tinkering through different values between the action space and keep encountering this issue when attempting to run a new trial. I've tried mlagents-learn --force and mlagents-learn --run-id=newtest but both prompt the same error message. Using linux, I am aware of a similar bug occuring in older versions (https://github.com/Unity-Technologies/ml-agents/issues/1505) but solutions didn't fix it.
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Trying to get into AI
The Github page for ML-Agents has a fairly straight forward example.
- Implement API to allow AI/ML to play your game, or is it not needed?
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Is there a good alternative to Unity ML Agents?
Very few commits in the last year and not many new features (https://github.com/Unity-Technologies/ml-agents/commits/develop)
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At least I put effort into the AI prompt to generate some code that people can refer to, whereas you do absolutely nothing to contribute to the community.
and PR content: https://github.com/Unity-Technologies/ml-agents/commit/ed212103e451449bf84711a4a8f7bf11dfb1211a
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I have some questions as an absolute beginner.
Unity can build a stand-alone application or be used as a library. Javascript is deprecated, and Boo along with it although it was never really supported to begin with. Various types of machine learning are supported through the ML-Agent Toolkit and pretty well documented. The toolkit has a Python API but you should be careful about doing anything too unusual in Unity because the documentation tends to have a lot of dead-ends.
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Could Somebody please help me figure this out ? been struggling with it for a week now
Op, I'd just pull the repo again to a new folder from https://github.com/Unity-Technologies/ml-agents (use SourceTree for simplicity if you don't know git).
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Unity ML-Agents documentation is wrong, I can't build an executable and run training as the docs state
My github issue on their documentation: https://github.com/Unity-Technologies/ml-agents/issues/5899
What are some alternatives?
When comparing Unity-Programming-Patterns and ml-agents you can also consider the following projects:
Scriptable-Events - Unity Package: Quickly setup events with scriptable objects using the observer pattern. Custom events can also be created with scriptable events.
gym - A toolkit for developing and comparing reinforcement learning algorithms.
2021-object-pool - Get an in-depth overview of the most commonly needed functionality of the Unity Object Pooling API introduced in the 2021 version of the Unity Editor.
AirSim - Open source simulator for autonomous vehicles built on Unreal Engine / Unity, from Microsoft AI & Research
learn-go-concepts - This is a repo for Golang concepts and their practical implementation
carla - Open-source simulator for autonomous driving research.
Entitas - Entitas is a super fast Entity Component System (ECS) Framework specifically made for C# and Unity
AssetStudio - AssetStudio is a tool for exploring, extracting and exporting assets and assetbundles.
csharp-design-patterns-for-humans - Design Patterns for Humans™ - An ultra-simplified explanation - C# Examples
unity-avatar-generation - A minimal example of how to use Unity's AvatarBuilder.BuildHumanAvatar API.
Kassets - Unity's Scriptable Object Architecture.
ultimate-volleyball - 3D RL Volleyball environment built on Unity ML-Agents
Unity-Programming-Patterns vs Scriptable-Events
ml-agents vs gym
Unity-Programming-Patterns vs 2021-object-pool
ml-agents vs AirSim
Unity-Programming-Patterns vs learn-go-concepts
ml-agents vs carla
Unity-Programming-Patterns vs Entitas
ml-agents vs AssetStudio
Unity-Programming-Patterns vs csharp-design-patterns-for-humans
ml-agents vs unity-avatar-generation
Unity-Programming-Patterns vs Kassets
ml-agents vs ultimate-volleyball