https://github.com/carefree0910/carefree-learn

Deep Learning ❤️ PyTorch
https://github.com/carefree0910/carefree-learn

algorithm automl computer-vision data-science deep-learning ensemble machine-learning numpy python pytorch tabular-data tabular-datasets

Last synced: about 2 hours ago
JSON representation

Deep Learning ❤️ PyTorch

• Host: GitHub
• URL: https://github.com/carefree0910/carefree-learn
• Owner: carefree0910
• License: mit
• Created: 2020-06-17T17:44:17.000Z (over 4 years ago)
• Default Branch: v0.5.x
• Last Pushed: 2024-03-18T12:01:04.000Z (8 months ago)
• Last Synced: 2024-04-18T06:19:53.852Z (7 months ago)
• Topics: algorithm, automl, computer-vision, data-science, deep-learning, ensemble, machine-learning, numpy, python, pytorch, tabular-data, tabular-datasets
• Language: Python
• Homepage: https://carefree0910.me/carefree-learn-doc/
• Size: 6.42 MB
• Stars: 401
• Watchers: 12
• Forks: 39
• Open Issues: 2
• Metadata Files:
  • Readme: README.md
  • Contributing: CONTRIBUTING.md
  • License: LICENSE
  • Code of conduct: CODE_OF_CONDUCT.md

Awesome Lists containing this project

• StarryDivineSky - carefree0910/carefree-learn - learn是一个基于 PyTorch 的深度学习框架，旨在简化深度学习操作。它以模块为核心，提供简洁易用的模块化设计，并尽可能保持原生 PyTorch 风格，支持依赖注入和 torch.compile 优化。框架优先考虑模块化设计，并计划在未来根据现代 AI 发展添加训练功能，同时保证 API 的向后兼容性。 (其他_机器学习与深度学习)

README

        
![carefree-learn][socialify-image]

Deep Learning with [PyTorch](https://pytorch.org/) made easy 🚀 !

## v0.5.x WIP!

Here are the main design principles:

- The codes should be '`module` first', which means all previous `model`s should be a simple `module` now.

  - And `model` should only be related to the training stuffs. If we only want to use the fancy AI models at inference stage, `module` should be all we need.

- The `module`s should be as 'native' as possible: no inheritance from base classes except `nn.Module` should be the best, and previous inheritance-based features should be achieved by **dependency injection**.

  - This helps the `module`s to be more `torch.compile` friendly.

- Training stuffs are not considered at the first place, but they will definitely be added later on, based on the modern AI developments.

- APIs will be as BC as possible.

## License

`carefree-learn` is MIT licensed, as found in the [`LICENSE`](https://carefree0910.me/carefree-learn-doc/docs/about/license) file.

[socialify-image]: https://socialify.git.ci/carefree0910/carefree-learn/image?description=1&descriptionEditable=Deep%20Learning%20%E2%9D%A4%EF%B8%8F%20PyTorch&forks=1&issues=1&logo=https%3A%2F%2Fraw.githubusercontent.com%2Fcarefree0910%2Fcarefree-learn-doc%2Fmaster%2Fstatic%2Fimg%2Flogo.min.svg&pattern=Floating%20Cogs&stargazers=1