habitat-sim VS kaggle-environments

Compare habitat-sim vs kaggle-environments and see what are their differences.

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habitat-sim kaggle-environments
5 55
2,370 273
1.8% 0.0%
8.7 6.4
6 days ago 6 days ago
C++ Jupyter Notebook
MIT License Apache License 2.0
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.

habitat-sim

Posts with mentions or reviews of habitat-sim. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-01-09.
  • Break into CV with background in biological vision and neuroscience
    1 project | /r/computervision | 30 Dec 2022
    Spot on! I think you grasped the general idea. During some of my 3d studies, I collected data about hand movements, eye movements and navigation paths within scenes, which could potentially be used for training data in robots (e.g. to train robot arm-suction grip, visual input and navigation respectively). I see projects like this https://aihabitat.org/, where my research seems quite relevant.
  • Virtual environment frameworks
    1 project | /r/reinforcementlearning | 28 Dec 2022
    I need an easy to set up simulation of a 3d environment and I was wondering what you guys are using. Something like https://aihabitat.org/ . It already comes with rich visuals, which is quite important in my case and it works out of the box so I don't need to waste time developing my own models and graphics. Unfortunately habitat ai doesn't work on windows. Are there some alternatives?
  • [D] Have we stopped researching agents?
    1 project | /r/MachineLearning | 28 Apr 2022
  • [D] Looking for open source projects to contribute
    15 projects | /r/MachineLearning | 9 Jan 2022
    There are plenty of them out there. I spend a lot of time contributing to open source projects like Habitat-Sim https://github.com/facebookresearch/habitat-sim and Habitat-Lab https://github.com/facebookresearch/habitat-lab which have a ton of open issues and code maintaince stuff that we would welcome contributions of.
  • [R] Best drone simulator for ML purposes
    1 project | /r/MachineLearning | 16 Jun 2021
    With some hacks it is pretty easy to get drones working in Habitat-Sim: https://github.com/facebookresearch/habitat-sim

kaggle-environments

Posts with mentions or reviews of kaggle-environments. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-02-27.

What are some alternatives?

When comparing habitat-sim and kaggle-environments you can also consider the following projects:

gazebo-classic - Gazebo classic. For the latest version, see https://github.com/gazebosim/gz-sim

CKAN - CKAN is an open-source DMS (data management system) for powering data hubs and data portals. CKAN makes it easy to publish, share and use data. It powers catalog.data.gov, open.canada.ca/data, data.humdata.org among many other sites.

carla - Open-source simulator for autonomous driving research.

stable-baselines - A fork of OpenAI Baselines, implementations of reinforcement learning algorithms

bootcamp - Dealing with all unstructured data, such as reverse image search, audio search, molecular search, video analysis, question and answer systems, NLP, etc.

stable-baselines3 - PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.

nn - šŸ§‘ā€šŸ« 60 Implementations/tutorials of deep learning papers with side-by-side notes šŸ“; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), šŸŽ® reinforcement learning (ppo, dqn), capsnet, distillation, ... šŸ§ 

docarray - Represent, send, store and search multimodal data

datasci-ctf - A capture-the-flag exercise based on data analysis challenges

habitat-lab - A modular high-level library to train embodied AI agents across a variety of tasks and environments.

dremio-oss - Dremio - the missing link in modern data