├── .github ├── .gitattributes ├── CODE_OF_CONDUCT.md ├── ISSUE_TEMPLATE │ ├── 01_suggest-project.md │ ├── 02_update-project.md │ ├── 03_update-categories.md │ ├── 04_change-configuration.md │ └── 05_anything-else.md ├── PULL_REQUEST_TEMPLATE.md └── workflows │ └── update-best-of-list.yml ├── .gitignore ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── config ├── footer.md ├── header.md └── images │ ├── jupyter.ico │ ├── mxnet.png │ ├── paddlepaddle.ico │ ├── pandas.ico │ ├── pytorch.ico │ ├── sklearn.ico │ ├── spark.ico │ └── tensorflow.png ├── history ├── 2020-11-30_projects.csv ├── 2020-12-15_projects.csv ├── 2020-12-16_projects.csv ├── 2020-12-18_changes.md ├── 2020-12-18_projects.csv ├── 2020-12-27_changes.md ├── 2020-12-27_projects.csv ├── 2020-12-28_changes.md ├── 2020-12-28_projects.csv ├── 2021-01-01_changes.md ├── 2021-01-01_projects.csv ├── 2021-01-08_changes.md ├── 2021-01-08_projects.csv ├── 2021-01-13_changes.md ├── 2021-01-13_projects.csv ├── 2021-01-17_changes.md ├── 2021-01-17_projects.csv ├── 2021-01-21_changes.md ├── 2021-01-21_projects.csv ├── 2021-01-28_changes.md ├── 2021-01-28_projects.csv ├── 2021-02-04_changes.md ├── 2021-02-04_projects.csv ├── 2021-02-18_changes.md ├── 2021-02-18_projects.csv ├── 2021-02-25_changes.md ├── 2021-02-25_projects.csv ├── 2021-03-04_changes.md ├── 2021-03-04_projects.csv ├── 2021-03-11_changes.md ├── 2021-03-11_projects.csv ├── 2021-04-01_changes.md ├── 2021-04-01_projects.csv ├── 2021-04-08_changes.md ├── 2021-04-08_projects.csv ├── 2021-04-15_changes.md ├── 2021-04-15_projects.csv ├── 2021-04-22_changes.md ├── 2021-04-22_projects.csv ├── 2021-04-29_changes.md ├── 2021-04-29_projects.csv ├── 2021-05-13_changes.md ├── 2021-05-13_projects.csv ├── 2021-06-03_changes.md ├── 2021-06-03_projects.csv ├── 2021-07-01_changes.md ├── 2021-07-01_projects.csv ├── 2021-07-08_changes.md ├── 2021-07-08_projects.csv ├── 2021-07-15_changes.md ├── 2021-07-15_projects.csv ├── 2021-08-19_changes.md ├── 2021-08-19_projects.csv ├── 2021-08-26_changes.md ├── 2021-08-26_projects.csv ├── 2021-11-17_changes.md ├── 2021-11-17_projects.csv ├── 2021-12-02_changes.md ├── 2021-12-02_projects.csv ├── 2021-12-09_changes.md └── 2021-12-09_projects.csv ├── latest-changes.md └── projects.yaml /.github/.gitattributes: -------------------------------------------------------------------------------- 1 | * linguist-language=Python 2 | -------------------------------------------------------------------------------- /.github/CODE_OF_CONDUCT.md: -------------------------------------------------------------------------------- 1 | # Contributor Covenant Code of Conduct 2 | 3 | ## Our Pledge 4 | 5 | In the interest of fostering an open and welcoming environment, we as 6 | contributors and maintainers pledge to making participation in our project and 7 | our community a harassment-free experience for everyone, regardless of age, body 8 | size, disability, ethnicity, sex characteristics, gender identity and expression, 9 | level of experience, education, socio-economic status, nationality, personal 10 | appearance, race, religion, or sexual identity and orientation. 11 | 12 | ## Our Standards 13 | 14 | Examples of behavior that contributes to creating a positive environment 15 | include: 16 | 17 | * Using welcoming and inclusive language 18 | * Being respectful of differing viewpoints and experiences 19 | * Gracefully accepting constructive criticism 20 | * Focusing on what is best for the community 21 | * Showing empathy towards other community members 22 | 23 | Examples of unacceptable behavior by participants include: 24 | 25 | * The use of sexualized language or imagery and unwelcome sexual attention or 26 | advances 27 | * Trolling, insulting/derogatory comments, and personal or political attacks 28 | * Public or private harassment 29 | * Publishing others' private information, such as a physical or electronic 30 | address, without explicit permission 31 | * Other conduct which could reasonably be considered inappropriate in a 32 | professional setting 33 | 34 | ## Our Responsibilities 35 | 36 | Project maintainers are responsible for clarifying the standards of acceptable 37 | behavior and are expected to take appropriate and fair corrective action in 38 | response to any instances of unacceptable behavior. 39 | 40 | Project maintainers have the right and responsibility to remove, edit, or 41 | reject comments, commits, code, wiki edits, issues, and other contributions 42 | that are not aligned to this Code of Conduct, or to ban temporarily or 43 | permanently any contributor for other behaviors that they deem inappropriate, 44 | threatening, offensive, or harmful. 45 | 46 | ## Scope 47 | 48 | This Code of Conduct applies both within project spaces and in public spaces 49 | when an individual is representing the project or its community. Examples of 50 | representing a project or community include using an official project e-mail 51 | address, posting via an official social media account, or acting as an appointed 52 | representative at an online or offline event. Representation of a project may be 53 | further defined and clarified by project maintainers. 54 | 55 | ## Enforcement 56 | 57 | Instances of abusive, harassing, or otherwise unacceptable behavior may be 58 | reported by contacting the project team at team@mltooling.org. All 59 | complaints will be reviewed and investigated and will result in a response that 60 | is deemed necessary and appropriate to the circumstances. The project team is 61 | obligated to maintain confidentiality with regard to the reporter of an incident. 62 | Further details of specific enforcement policies may be posted separately. 63 | 64 | Project maintainers who do not follow or enforce the Code of Conduct in good 65 | faith may face temporary or permanent repercussions as determined by other 66 | members of the project's leadership. 67 | 68 | ## Attribution 69 | 70 | This Code of Conduct is adapted from the [Contributor Covenant][homepage], version 1.4, 71 | available at https://www.contributor-covenant.org/version/1/4/code-of-conduct.html 72 | 73 | [homepage]: https://www.contributor-covenant.org 74 | 75 | For answers to common questions about this code of conduct, see 76 | https://www.contributor-covenant.org/faq -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/01_suggest-project.md: -------------------------------------------------------------------------------- 1 | --- 2 | name: "📦 Suggest a project" 3 | about: "Do you like to suggest a project that hasn't been added to this best-of list yet?" 4 | title: 'Add project: ' 5 | labels: 'add-project' 6 | assignees: '' 7 | 8 | --- 9 | 10 | 13 | 14 | **Project details:** 15 | 16 | 17 | - Project Name: 18 | - Github URL: 19 | - Category: 20 | - License: 21 | - Package Managers: 22 | 23 | **Additional context:** 24 | 25 | 26 | -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/02_update-project.md: -------------------------------------------------------------------------------- 1 | --- 2 | name: "✏️ Update a project" 3 | about: Do you have changes for a project, e.g. missing package manager, wrong license or category? 4 | title: 'Update project: ' 5 | labels: 'update-project' 6 | assignees: '' 7 | 8 | --- 9 | 10 | **Update details:** 11 | 12 | 15 | 16 | - Project Name: 17 | 18 | 19 | 20 | **Additional context:** 21 | 22 | 23 | -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/03_update-categories.md: -------------------------------------------------------------------------------- 1 | --- 2 | name: "🏷 Add or update a category" 3 | about: Do you like to suggest a new project category or update an existing one? 4 | title: '' 5 | labels: 'category' 6 | assignees: '' 7 | 8 | --- 9 | 10 | 13 | 14 | - [ ] Add category 15 | - [ ] Update category: 16 | 17 | **Category details:** 18 | 19 | 22 | 23 | - Category Title: 24 | - Category Subtitle: 25 | 26 | **Additional context:** 27 | 28 | 29 | -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/04_change-configuration.md: -------------------------------------------------------------------------------- 1 | --- 2 | name: "⚙️ Change configuration" 3 | about: Do you have a suggestion for changing the configuration, e.g. allow additional licenses or adjust minimal stars? 4 | title: '' 5 | labels: 'configuration' 6 | assignees: '' 7 | 8 | --- 9 | 10 | **Configuration Change:** 11 | 12 | 13 | -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/05_anything-else.md: -------------------------------------------------------------------------------- 1 | --- 2 | name: "\U0001F4AC Anything else?" 3 | about: For questions or suggestions regarding the metadata collection or markdown generation, please refer to the best-of-lists/best-of-generator repository. 4 | title: '' 5 | labels: 'question' 6 | assignees: '' 7 | 8 | --- 9 | 10 | 13 | 14 | **Describe the issue:** 15 | 16 | 17 | -------------------------------------------------------------------------------- /.github/PULL_REQUEST_TEMPLATE.md: -------------------------------------------------------------------------------- 1 | **What kind of change does this PR introduce?** 2 | 3 | 4 | - [ ] Add a project 5 | - [ ] Update a project 6 | - [ ] Remove a project 7 | - [ ] Add or update a category 8 | - [ ] Change configuration 9 | - [ ] Documentation 10 | - [ ] Other, please describe: 11 | 12 | **Description:** 13 | 14 | 15 | **Checklist:** 16 | 18 | 19 | - [ ] I have read the [CONTRIBUTING](https://github.com/ml-tooling/best-of-ml-python/blob/main/CONTRIBUTING.md) guidelines. 20 | - [ ] I have not modified the `README.md` file. Projects are only supposed to be added or updated within the `projects.yaml` file since the `README.md` file is automatically generated. 21 | -------------------------------------------------------------------------------- /.github/workflows/update-best-of-list.yml: -------------------------------------------------------------------------------- 1 | # Based on https://github.com/best-of-lists/best-of-update-action/blob/v0.7.5/workflows/update-best-of-list.yml 2 | name: update-best-of-list 3 | 4 | on: 5 | workflow_dispatch: 6 | inputs: 7 | version: 8 | description: "Version to use for this update" 9 | required: false 10 | schedule: 11 | - cron: "0 14 * * 4" # Every thursday at 2pm 12 | 13 | env: 14 | BRANCH_PREFIX: "update/" 15 | DEFAULT_BRANCH: "main" 16 | 17 | jobs: 18 | update-best-of-list: 19 | runs-on: ubuntu-latest 20 | steps: 21 | - if: ${{ github.event.inputs != null && github.event.inputs.version != null }} 22 | name: set-version-from-input 23 | run: echo "VERSION=${{ github.event.inputs.version }}" >> $GITHUB_ENV 24 | - if: ${{ ! (env.VERSION != null && env.VERSION != '') }} 25 | name: set-version-via-date 26 | run: echo "VERSION=$(date '+%Y.%m.%d')" >> $GITHUB_ENV 27 | - uses: actions/checkout@v2 28 | - name: check-version-tag 29 | shell: bash 30 | run: | 31 | git fetch --tags --force 32 | git show-ref --tags --verify --quiet -- "refs/tags/${{ env.VERSION }}" && echo "VERSION=$(date '+%Y.%m.%d-%H.%M')" >> $GITHUB_ENV || exit 0 33 | - name: create-update-branch 34 | uses: peterjgrainger/action-create-branch@v2.0.1 35 | env: 36 | GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} 37 | with: 38 | branch: "${{ env.BRANCH_PREFIX }}${{ env.VERSION }}" 39 | - uses: actions/checkout@v2 40 | with: 41 | fetch-depth: 0 42 | ref: ${{ env.BRANCH_PREFIX }}${{ env.VERSION }} 43 | token: ${{ secrets.GITHUB_TOKEN }} 44 | env: 45 | GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} 46 | - name: update-best-of-list 47 | uses: best-of-lists/best-of-update-action@v0.7.5 48 | with: 49 | libraries_key: ${{ secrets.LIBRARIES_KEY }} 50 | github_key: ${{ secrets.GITHUB_TOKEN }} 51 | - name: push-update 52 | uses: stefanzweifel/git-auto-commit-action@v4 53 | with: 54 | branch: ${{ env.BRANCH_PREFIX }}${{ env.VERSION }} 55 | commit_user_name: best-of update 56 | commit_user_email: actions@github.com 57 | commit_message: Update best-of list for version ${{ env.VERSION }} 58 | tagging_message: ${{ env.VERSION }} 59 | skip_dirty_check: true 60 | commit_options: "--allow-empty" 61 | - name: create-pull-request 62 | shell: bash 63 | run: | 64 | # Stops script execution if a command has an error 65 | set -e 66 | curl -fsSL https://github.com/github/hub/raw/master/script/get | bash -s 2.14.2 67 | bin/hub pull-request -b ${{ env.DEFAULT_BRANCH }} -h ${{ env.BRANCH_PREFIX }}${{ env.VERSION }} --no-edit -m "Best-of update: ${{ env.VERSION }}" -m "To finish this update: Select Merge pull request below and Confirm merge. Also, make sure to publish the created draft release in the [releases section](../releases) as well." || true 68 | rm bin/hub 69 | env: 70 | GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} 71 | - name: create-release 72 | uses: actions/create-release@v1 73 | env: 74 | GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} 75 | with: 76 | tag_name: ${{ env.VERSION }} 77 | release_name: "Update: ${{ env.VERSION }}" 78 | body_path: "latest-changes.md" 79 | draft: true 80 | prerelease: false 81 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # IntelliJ 2 | target/ 3 | .idea/ 4 | *.iml 5 | 6 | # Sublime 7 | *.sublime-workspace 8 | 9 | # Eclipse 10 | .settings 11 | 12 | # VS Code 13 | .project 14 | .classpath 15 | # Shared VS Code Settings 16 | .vscode/* 17 | !.vscode/README.md 18 | !.vscode/recommended-settings.json 19 | !.vscode/recommended-tasks.json 20 | !.vscode/recommended-launch.json 21 | !.vscode/extensions.json 22 | # Ignore all local history of files 23 | **/.history 24 | 25 | # Java 26 | *.class 27 | target/ 28 | 29 | # C 30 | *.so 31 | 32 | # Python 33 | *.pyc 34 | *.egg-info 35 | __pycache__ 36 | .ipynb_checkpoints 37 | .Python 38 | dist/ 39 | .python-version 40 | .installed.cfg 41 | *.egg 42 | reqlib-metadata 43 | .mypy_cache/ 44 | .venv 45 | venv/ 46 | build/ 47 | 48 | # Byte-compiled / optimized / DLL files 49 | *.pyc 50 | __pycache__/ 51 | *.py[cod] 52 | *$py.class 53 | 54 | # Unit test / coverage reports 55 | htmlcov/ 56 | .tox/ 57 | .nox/ 58 | .coverage 59 | .coverage.* 60 | .cache 61 | nosetests.xml 62 | coverage.xml 63 | *,cover 64 | .hypothesis/ 65 | .pytest_cache/ 66 | 67 | # NPM / Node / JavaScript 68 | .npm 69 | node_modules/ 70 | jspm_packages/ 71 | 72 | # Runtime data 73 | pids 74 | *.pid 75 | *.seed 76 | *.pid.lock 77 | 78 | # Logs 79 | logs 80 | *.log 81 | npm-debug.log* 82 | yarn-debug.log* 83 | yarn-error.log* 84 | lerna-debug.log* 85 | 86 | # vim temporary files 87 | *~ 88 | .*.sw? 89 | 90 | # Other Artifacts 91 | hs_err_pid* 92 | *.log 93 | *.swp 94 | *.swo 95 | temp/* 96 | .DS_Store 97 | 98 | -------------------------------------------------------------------------------- /CONTRIBUTING.md: -------------------------------------------------------------------------------- 1 | 2 | # Contribution Guidelines 3 | 4 | Thanks for your interest in contributing to our project. This page will give you a quick overview of how things are organized and, most importantly, how to get involved. Everyone is welcome to contribute, and we value everybody's contribution. 5 | 6 | ## Table of contents 7 | 8 | 1. [Add a project](#add-a-project) 9 | 2. [Update a project](#update-a-project) 10 | 3. [Improve metadata collection](#improve-metadata-collection) 11 | 4. [Improve markdown generation](#improve-markdown-generation) 12 | 5. [Create your own best-of list](#improve-markdown-generation) 13 | 6. [Code of conduct](#code-of-conduct) 14 | 15 | ## Add a project 16 | 17 | If you like to suggest or add a project, choose one of the following ways: 18 | 19 | - Suggest a project by opening an issue: Please use the suggest project template from the [issue page](https://github.com/ml-tooling/best-of-ml-python/issues/new/choose) and fill in the requested information. 20 | - Add a project by modifying the [projects.yaml](https://github.com/ml-tooling/best-of-ml-python/blob/main/projects.yaml) and submitting a pull request with your addition. This can also be done directly via the [Github UI](https://github.com/ml-tooling/best-of-ml-python/edit/main/projects.yaml). 21 | 22 | Before opening an issue or pull request, please ensure that you adhere to the following guidelines: 23 | 24 | - Please make sure that the project was not already added or suggested to this best-of list. You can ensure this by searching the projects.yaml, the Readme, and the issue list. 25 | - Add the project to the `projects.yaml` and never to the `README.md` file directly. Use the yaml format and the properties documented in the [project properties](#project-properties) section below to add a new project, for example: 26 | ```yaml 27 | - name: Tensorflow 28 | github_id: tensorflow/tensorflow 29 | pypi_id: tensorflow 30 | conda_id: tensorflow 31 | labels: ["tensorflow"] 32 | category: ml-frameworks 33 | ``` 34 | - Please create an individual issue or pull request for each project. 35 | - Please use the following title format for the issue or pull request: `Add project: project-name`. 36 | - If a project doesn't fit into any of the pre-existing categories, it should go under the `Others` category by not assigning any category. You can also suggest a new category via the add or update category template on the [issue page](https://github.com/ml-tooling/best-of-ml-python/issues/new/choose). 37 | 38 | ## Update a project 39 | 40 | If you like to suggest or contribute a project update, choose one of the following ways: 41 | 42 | - Suggest a project update by opening an issue: Please use the update project template from the [issue page](https://github.com/ml-tooling/best-of-ml-python/issues/new/choose) and fill in the requested information. 43 | - Update a project by modifying the [projects.yaml](https://github.com/ml-tooling/best-of-ml-python/blob/main/projects.yaml) and submitting a pull request with your changes. This can also be done directly via the [Github UI](https://github.com/ml-tooling/best-of-ml-python/edit/main/projects.yaml). 44 | 45 | Before opening an issue or pull request, please ensure that you adhere to the following guidelines: 46 | 47 | - Only update the project in the `projects.yaml` and never to the `README.md` file directly. Use the yaml format and the properties documented in the [project properties](#project-properties) section below to update a new project. 48 | - Please create an individual issue or pull request for each project. 49 | - Please use the following title format for the issue or pull request: `Update project: project-name`. 50 | 51 | ## Project properties 52 | 53 | 54 | 55 | 56 | 57 | 58 | 59 | 60 | 61 | 62 | 63 | 64 | 65 | 66 | 67 | 68 | 69 | 70 | 71 | 72 | 73 | 74 | 75 | 76 | 77 | 78 | 79 | 80 | 81 | 82 | 83 | 84 | 85 | 86 | 87 | 88 | 89 | 90 | 91 | 92 | 93 | 94 | 95 | 96 | 97 | 98 | 99 | 100 |
PropertyDescription
nameName of the project. This name is required to be unique on the best-of list.
github_idGithub ID of the project based on user or organization and the repository name, e.g. best-of-lists/best-of-generator.
Optional Properties:
categoryCategory that this project is most related to. You can find all available category IDs in the projects.yaml file. The project will be sorted into the Others category if no category is provided.
labelsList of labels that this project is related to. You can find all available label IDs in the projects.yaml file.
Supported Package Managers:
pypi_idProject ID on the python package index (PyPi).
conda_idProject ID on the conda package manager. If the main package is provided on a different channel, prefix the ID with the given channel: e.g. conda-forge/tensorflow
npm_idProject ID on the Node package manager (npm).
dockerhub_idProject ID on the Docker Hub container registry.
maven_idArtifact ID on Maven central, e.g. org.apache.flink:flink-core.
101 | 102 | Please refer to the [best-of-generator documentation](https://github.com/best-of-lists/best-of-generator#project-properties) for a complete and up-to-date list of supported project properties. 103 | 104 | ## Improve metadata collection 105 | 106 | If you like to contribute to or share suggestions regarding the project metadata collection, please refer to the [best-of-generator](https://github.com/best-of-lists/best-of-generator) repository. 107 | 108 | ## Improve markdown generation 109 | 110 | If you like to contribute to or share suggestions regarding the markdown generation, please refer to the [best-of-generator](https://github.com/best-of-lists/best-of-generator) repository. 111 | 112 | ## Create your own best-of list 113 | 114 | If you want to create your own best-of list, we strongly recommend to follow [this guide](https://github.com/best-of-lists/best-of/blob/main/create-best-of-list.md). With this guide, it will only take about 3 minutes to get you started. It is already set-up to automatically run the best-of generator via our Github Action and includes other useful template files. 115 | 116 | ## Code of Conduct 117 | 118 | All members of the project community must abide by the [Contributor Covenant, version 2.0](./.github/CODE_OF_CONDUCT.md). Only by respecting each other we can develop a productive, collaborative community. Instances of abusive, harassing, or otherwise unacceptable behavior may be reported by contacting a project maintainer. 119 | -------------------------------------------------------------------------------- /config/footer.md: -------------------------------------------------------------------------------- 1 | 2 | --- 3 | 4 | ## Related Resources 5 | 6 | - [**Papers With Code**](https://paperswithcode.com): Discover ML papers, code, and evaluation tables. 7 | - [**Sotabench**](https://sotabench.com): Discover & compare open-source ML models. 8 | - [**Google Dataset Search**](https://toolbox.google.com/datasetsearch): Dataset search engine by Google. 9 | - [**Dataset List**](https://www.datasetlist.com/): List of the biggest ML datasets from across the web. 10 | - [**Awesome Public Datasets**](https://github.com/awesomedata/awesome-public-datasets): A topic-centric list of open datasets. 11 | - [**Best-of lists**](https://best-of.org): Discover other best-of lists with awesome open-source projects on all kinds of topics. 12 | - [**best-of-python-dev**](https://github.com/ml-tooling/best-of-python-dev): A ranked list of awesome python developer tools and libraries. 13 | - [**best-of-web-python**](https://github.com/ml-tooling/best-of-web-python): A ranked list of awesome python libraries for web development. 14 | 15 | ## Contribution 16 | 17 | Contributions are encouraged and always welcome! If you like to add or update projects, choose one of the following ways: 18 | 19 | - Open an issue by selecting one of the provided categories from the [issue page](https://github.com/ml-tooling/best-of-ml-python/issues/new/choose) and fill in the requested information. 20 | - Modify the [projects.yaml](https://github.com/ml-tooling/best-of-ml-python/blob/main/projects.yaml) with your additions or changes, and submit a pull request. This can also be done directly via the [Github UI](https://github.com/ml-tooling/best-of-ml-python/edit/main/projects.yaml). 21 | 22 | If you like to contribute to or share suggestions regarding the project metadata collection or markdown generation, please refer to the [best-of-generator](https://github.com/best-of-lists/best-of-generator) repository. If you like to create your own best-of list, we recommend to follow [this guide](https://github.com/best-of-lists/best-of/blob/main/create-best-of-list.md). 23 | 24 | For more information on how to add or update projects, please read the [contribution guidelines](https://github.com/ml-tooling/best-of-ml-python/blob/main/CONTRIBUTING.md). By participating in this project, you agree to abide by its [Code of Conduct](https://github.com/ml-tooling/best-of-ml-python/blob/main/.github/CODE_OF_CONDUCT.md). 25 | 26 | ## License 27 | 28 | [![CC0](https://mirrors.creativecommons.org/presskit/buttons/88x31/svg/by-sa.svg)](https://creativecommons.org/licenses/by-sa/4.0/) 29 | -------------------------------------------------------------------------------- /config/header.md: -------------------------------------------------------------------------------- 1 | 2 |

3 | Best-of Machine Learning with Python 4 |
5 |

6 | 7 |

8 | 🏆  A ranked list of awesome machine learning Python libraries. Updated weekly. 9 |

10 | 11 |

12 | 13 | 14 | 15 | 16 | 17 | 18 |

19 | 20 | This curated list contains {project_count} awesome open-source projects with a total of {stars_count} stars grouped into {category_count} categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an [issue](https://github.com/ml-tooling/best-of-ml-python/issues/new/choose), submit a [pull request](https://github.com/ml-tooling/best-of-ml-python/pulls), or directly edit the [projects.yaml](https://github.com/ml-tooling/best-of-ml-python/edit/main/projects.yaml). Contributions are very welcome! 21 | 22 | --- 23 | 24 |

25 | 🧙‍♂️  Discover other best-of lists or create your own.
26 | 📫  Subscribe to our newsletter for updates and trending projects. 27 |

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There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - peewee (🥈33 · ⭐ 8K · 📈) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT 6 | - Rasa (🥇32 · ⭐ 10K · 📈) - Open source machine learning framework to automate text- and.. Apache-2 7 | - tensorflow-hub (🥇32 · ⭐ 2.7K · 📈) - A library for transfer learning by reusing parts of.. Apache-2 8 | - Datasets (🥇29 · ⭐ 5.8K · 📈) - The largest hub of ready-to-use open-access datasets for ML.. Apache-2 9 | - InterpretML (🥈27 · ⭐ 3.3K · 📈) - Fit interpretable models. Explain blackbox machine learning. MIT 10 | - datasketch (🥉27 · ⭐ 1.4K · 📈) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT 11 | - yellowbrick (🥈26 · ⭐ 3K · 📈) - Visual analysis and diagnostic tools to facilitate machine.. Apache-2 12 | - pyinstrument (🥈26 · ⭐ 2.3K · 📈) - Call stack profiler for Python. Shows you why your code is.. BSD-3 13 | - gpustat (🥉25 · ⭐ 2.1K · 💤) - A simple command-line utility for querying and monitoring GPU status. MIT 14 | - sklearn-evaluation (🥉20 · ⭐ 280 · 📈) - scikit-learn model evaluation made easy: plots, tables and.. MIT 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - TF Addons (🥈30 · ⭐ 1.1K · 📉) - Useful extra functionality for TensorFlow 2.x maintained.. Apache-2 21 | - Tesseract (🥇29 · ⭐ 3.3K · 📉) - Python-tesseract is an optical character recognition (OCR).. Apache-2 22 | - Pythran (🥈24 · ⭐ 1.5K · 📉) - Ahead of Time compiler for numeric kernels. BSD-3 23 | - ktrain (🥉24 · ⭐ 690 · 📉) - ktrain is a Python library that makes deep learning and AI.. Apache-2 24 | - HappyBase (🥉24 · ⭐ 550 · 💤) - A developer-friendly Python library to interact with Apache HBase. MIT 25 | - Node2Vec (🥈22 · ⭐ 600 · 📉) - Implementation of the node2vec algorithm. MIT 26 | - Torchmeta (🥈21 · ⭐ 1.1K · 📉) - A collection of extensions and data-loaders for few-shot.. MIT 27 | - mlens (🥉19 · ⭐ 660 · 💤) - ML-Ensemble high performance ensemble learning. MIT 28 | - pdvega (🥉16 · ⭐ 340 · 💀) - Interactive plotting for Pandas using Vega-Lite. MIT 29 | 30 | -------------------------------------------------------------------------------- /history/2020-12-27_changes.md: -------------------------------------------------------------------------------- 1 | ## ➕ Added Projects 2 | 3 | _Projects that were recently added to this best-of list._ 4 | 5 | - dash (🥇34 · ⭐ 14K · ➕) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript.. MIT 6 | - dlib (🥈33 · ⭐ 9.7K · ➕) - A toolkit for making real world machine learning and data.. ❗️BSL-1.0 7 | - python-bigquery (🥈33 · ⭐ 3.4K · ➕) - Google BigQuery API client library. Apache-2 8 | - feedparser (🥇31 · ⭐ 1.2K · ➕) - Parse feeds in Python. BSD-2 9 | - Wand (🥈30 · ⭐ 1K · ➕) - The ctypes-based simple ImageMagick binding for Python. MIT 10 | - glfw (🥈29 · ⭐ 7.1K · ➕) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and.. ❗️Zlib 11 | - Graphviz (🥈29 · ⭐ 880 · ➕) - Simple Python interface for Graphviz. MIT 12 | - pretrainedmodels (🥇27 · ⭐ 7.6K · 💤) - Pretrained ConvNets for pytorch: NASNet, ResNeXt, ResNet,.. BSD-3 13 | - hdbscan (🥈27 · ⭐ 1.8K · ➕) - A high performance implementation of HDBSCAN clustering. BSD-3 14 | - pyopencl (🥈27 · ⭐ 760 · ➕) - OpenCL integration for Python, plus shiny features. MIT 15 | - carla (🥈26 · ⭐ 5.4K · ➕) - Open-source simulator for autonomous driving research. MIT 16 | - Datasette (🥈26 · ⭐ 4.4K · ➕) - An open source multi-tool for exploring and publishing data. Apache-2 17 | - facenet-pytorch (🥈26 · ⭐ 1.7K · ➕) - Pretrained Pytorch face detection (MTCNN) and recognition.. MIT 18 | - efficientnet (🥈26 · ⭐ 1.6K · ➕) - Implementation of EfficientNet model. Keras and TensorFlow.. Apache-2 19 | - agate (🥈26 · ⭐ 1K · 💤) - A Python data analysis library that is optimized for humans instead of.. MIT 20 | - Milvus (🥈25 · ⭐ 4.8K · ➕) - An open source embedding vector similarity search engine.. Apache-2 21 | - espnet (🥉25 · ⭐ 3.2K · ➕) - End-to-End Speech Processing Toolkit. Apache-2 22 | - spark-nlp (🥈25 · ⭐ 1.8K · ➕) - State of the Art Natural Language Processing. Apache-2 23 | - chainercv (🥉25 · ⭐ 1.4K · 💤) - ChainerCV: a Library for Deep Learning in Computer Vision. MIT 24 | - haystack (🥈25 · ⭐ 1.2K · ➕) - Transformers at scale for question answering & neural search... Apache-2 25 | - python-soundfile (🥉25 · ⭐ 350 · ➕) - SoundFile is an audio library based on libsndfile, CFFI,.. BSD-3 26 | - ml-metadata (🥉25 · ⭐ 210 · ➕) - For recording and retrieving metadata associated with ML.. Apache-2 27 | - pysc2 (🥈24 · ⭐ 7.1K · 💀) - StarCraft II Learning Environment. Apache-2 28 | - EfficientNet-PyTorch (🥇24 · ⭐ 5.2K · ➕) - A PyTorch implementation of EfficientNet. Apache-2 29 | - mtcnn (🥉24 · ⭐ 1.3K · ➕) - MTCNN face detection implementation for TensorFlow, as a PIP.. MIT 30 | - datalad (🥈24 · ⭐ 220 · ➕) - Keep code, data, containers under control with git and git-annex. MIT 31 | - PaddleHub (🥉23 · ⭐ 4.2K · ➕) - Awesome pre-trained models toolkit based on.. Apache-2 32 | - textgenrnn (🥉23 · ⭐ 4.2K · ➕) - Easily train your own text-generating neural network of any.. MIT 33 | - segmentation_models (🥉23 · ⭐ 2.8K · 💤) - Segmentation models with pretrained backbones. Keras and.. MIT 34 | - sense2vec (🥉23 · ⭐ 1.1K · 💤) - Contextually-keyed word vectors. MIT 35 | - analytics-zoo (🥉22 · ⭐ 2.2K · ➕) - Distributed Tensorflow, Keras and PyTorch on Apache.. Apache-2 36 | - neuralcoref (🥉22 · ⭐ 2.2K · ➕) - Fast Coreference Resolution in spaCy with Neural Networks. MIT 37 | - PDPbox (🥉22 · ⭐ 520 · 💀) - python partial dependence plot toolbox. MIT 38 | - pyvips (🥉22 · ⭐ 280 · ➕) - python binding for libvips using cffi. MIT 39 | - SUOD (🥉22 · ⭐ 220 · ➕) - An Acceleration System for Large-scale Outlier Detection (Anomaly.. BSD-2 40 | - ogb (🥈21 · ⭐ 670 · ➕) - Benchmark datasets, data loaders, and evaluators for graph machine.. MIT 41 | - alibi-detect (🥉21 · ⭐ 440 · ➕) - Algorithms for outlier and adversarial instance detection,.. Apache-2 42 | - Neuraxle (🥉21 · ⭐ 340 · ➕) - A Sklearn-like Framework for Hyperparameter Tuning and AutoML.. Apache-2 43 | - caer (🥉21 · ⭐ 280 · 🐣) - A lightweight, scalable, GPU-accelerated Computer Vision library for.. MIT 44 | - gokart (🥉21 · ⭐ 150 · ➕) - A wrapper of the data pipeline library luigi. MIT 45 | - reformer-pytorch (🥈20 · ⭐ 1.3K · ➕) - Reformer, the efficient Transformer, in Pytorch. MIT 46 | - nude.py (🥉20 · ⭐ 780 · ➕) - Nudity detection with Python. MIT 47 | - mljar-supervised (🥉20 · ⭐ 600 · ➕) - Automates Machine Learning Pipeline with Feature.. MIT 48 | - Lassie (🥉20 · ⭐ 520 · ➕) - Web Content Retrieval for Humans. MIT 49 | - Queries (🥉20 · ⭐ 230 · ➕) - PostgreSQL database access simplified. BSD-3 50 | - Cola (🥉18 · ⭐ 1.4K · 💤) - A high-level distributed crawling framework. Apache-2 51 | - pytorch-forecasting (🥉18 · ⭐ 460 · 🐣) - Time series forecasting with PyTorch. MIT 52 | - FairScale (🥉17 · ⭐ 590 · 🐣) - PyTorch extensions for high performance and large scale.. BSD-3 53 | - Norfair (🥉17 · ⭐ 580 · 🐣) - Lightweight Python library for adding real-time 2D object tracking.. BSD-3 54 | - kglib (🥉17 · ⭐ 380 · ➕) - Grakn Knowledge Graph Library (ML R&D). Apache-2 55 | - Sematch (🥉17 · ⭐ 340 · 💀) - semantic similarity framework for knowledge graph. Apache-2 56 | - lightly (🥉16 · ⭐ 380 · 🐣) - A python library for self-supervised learning. MIT 57 | - elegy (🥉16 · ⭐ 140 · 🐣) - Elegy is a Neural Networks framework based on Jax and.. Apache-2 jax 58 | - tinygrad (🥉15 · ⭐ 3.7K · 🐣) - You like pytorch? You like micrograd? You love tinygrad!. MIT 59 | - OpenNRE (🥉14 · ⭐ 2.9K · ➕) - An Open-Source Package for Neural Relation Extraction (NRE). MIT 60 | - micrograd (🥉14 · ⭐ 1.5K · 💤) - A tiny scalar-valued autograd engine and a neural net library.. MIT 61 | - traingenerator (🥉9 · ⭐ 600 · ➕) - A web app to generate template code for machine learning. MIT 62 | 63 | ## 📈 Trending Up 64 | 65 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 66 | 67 | - DVC (🥇30 · ⭐ 7K · 📈) - Data Version Control | Git for Data & Models. Apache-2 68 | - ipyparallel (🥈29 · ⭐ 1.8K · 📈) - Interactive Parallel Computing in Python. BSD-3 69 | - detectron2 (🥈26 · ⭐ 14K · 📈) - Detectron2 is FAIR's next-generation platform for object.. Apache-2 70 | - aubio (🥉26 · ⭐ 2K · 📈) - a library for audio and music analysis. ❗️GPL-3.0 71 | - Apex (🥈23 · ⭐ 4.9K · 📈) - A PyTorch Extension: Tools for easy mixed precision and.. BSD-3 72 | - SHOGUN (🥉23 · ⭐ 2.8K · 📈) - Unified and efficient Machine Learning. BSD-3 73 | - MMLSpark (🥉23 · ⭐ 2.2K · 📈) - Microsoft Machine Learning for Apache Spark. MIT 74 | - Higher (🥉19 · ⭐ 1K · 📈) - higher is a pytorch library allowing users to obtain higher.. Apache-2 75 | - baikal (🥉18 · ⭐ 570 · 📈) - A graph-based functional API for building complex scikit-learn.. BSD-3 76 | - GraphVite (🥉12 · ⭐ 820 · 💤) - GraphVite: A General and High-performance Graph Embedding.. Apache-2 77 | 78 | ## 📉 Trending Down 79 | 80 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 81 | 82 | - GeoPandas (🥇31 · ⭐ 2.4K · 📉) - Python tools for geographic data. BSD-3 83 | - fairseq (🥇30 · ⭐ 11K · 📉) - Facebook AI Research Sequence-to-Sequence Toolkit written in.. MIT 84 | - AllenNLP (🥈29 · ⭐ 9.5K · 📉) - An open-source NLP research library, built on PyTorch. Apache-2 85 | - GluonCV (🥈27 · ⭐ 4.4K · 📉) - Gluon CV Toolkit. Apache-2 86 | - Kedro (🥈27 · ⭐ 3.3K · 📉) - A Python framework for creating reproducible, maintainable and.. Apache-2 87 | - Catalyst (🥈27 · ⭐ 2.3K · 📉) - Accelerated deep learning R&D. Apache-2 88 | - pygal (🥇27 · ⭐ 2.3K · 📉) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0 89 | - TRAINS (🥉25 · ⭐ 2K · 📉) - ClearML - Auto-Magical Suite of tools to streamline your ML.. Apache-2 90 | - fastNLP (🥈25 · ⭐ 1.9K · 📉) - fastNLP: A Modularized and Extensible NLP Framework. Currently.. Apache-2 91 | - Hyperas (🥈24 · ⭐ 2.1K · 📉) - Keras + Hyperopt: A very simple wrapper for convenient.. MIT 92 | 93 | -------------------------------------------------------------------------------- /history/2020-12-28_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - iNNvestigate (🥉21 · ⭐ 740 · 📈) - A toolbox to iNNvestigate neural networks' predictions!. BSD-2 6 | 7 | ## 📉 Trending Down 8 | 9 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 10 | 11 | - Faiss (🥇28 · ⭐ 12K · 📉) - A library for efficient similarity search and clustering of dense.. MIT 12 | - Captum (🥈25 · ⭐ 2K · 📉) - Model interpretability and understanding for PyTorch. BSD-3 13 | - Orion (🥉22 · ⭐ 180 · 📉) - Asynchronous Distributed Hyperparameter Optimization. BSD-3 14 | - Sentinelsat (🥉21 · ⭐ 530 · 📉) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0 15 | - alibi-detect (🥉20 · ⭐ 440 · 📉) - Algorithms for outlier and adversarial instance detection,.. Apache-2 16 | - gplearn (🥉19 · ⭐ 900 · 💤) - Genetic Programming in Python, with a scikit-learn inspired API. BSD-3 17 | - PyWaffle (🥉19 · ⭐ 370 · 📉) - Make Waffle Charts in Python. MIT 18 | - recmetrics (🥉19 · ⭐ 220 · 📉) - A library of metrics for evaluating recommender systems. MIT 19 | - fletcher (🥉19 · ⭐ 200 · 📉) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT 20 | - nptsne (🥉14 · ⭐ 24 · 📉) - nptsne is a numpy compatible python binary package that offers a.. Apache-2 21 | 22 | ## ➕ Added Projects 23 | 24 | _Projects that were recently added to this best-of list._ 25 | 26 | - ClearML (🥉23 · ⭐ 2K · ➕) - ClearML - Auto-Magical Suite of tools to streamline your ML.. Apache-2 27 | 28 | -------------------------------------------------------------------------------- /history/2021-01-01_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - geopy (🥇33 · ⭐ 3.1K · 📈) - Geocoding library for Python. MIT 6 | - fairseq (🥇31 · ⭐ 11K · 📈) - Facebook AI Research Sequence-to-Sequence Toolkit written in.. MIT 7 | - numexpr (🥈31 · ⭐ 1.5K · 📈) - Fast numerical array expression evaluator for Python, NumPy,.. MIT 8 | - SageMaker SDK (🥇31 · ⭐ 1.3K · 📈) - A library for training and deploying machine learning.. Apache-2 9 | - Requests-HTML (🥈30 · ⭐ 11K · 💤) - Pythonic HTML Parsing for Humans. MIT 10 | - Faiss (🥇29 · ⭐ 12K · 📈) - A library for efficient similarity search and clustering of dense.. MIT 11 | - tensorpack (🥉29 · ⭐ 5.9K · 📈) - A Neural Net Training Interface on TensorFlow, with focus.. Apache-2 12 | - Modin (🥈29 · ⭐ 5.6K · 📈) - Modin: Speed up your Pandas workflows by changing a single.. Apache-2 13 | - Autograd (🥇29 · ⭐ 5.1K · 💀) - Efficiently computes derivatives of numpy code. MIT 14 | - NMSLIB (🥈28 · ⭐ 2.2K · 📈) - Non-Metric Space Library (NMSLIB): An efficient similarity.. Apache-2 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - Theano (🥈34 · ⭐ 9.3K · 📉) - Theano is a Python library that allows you to define, optimize,.. BSD-3 21 | - imgaug (🥇31 · ⭐ 10K · 💤) - Image augmentation for machine learning experiments. MIT 22 | - Chainer (🥈31 · ⭐ 5.5K · 📉) - A flexible framework of neural networks for deep learning. MIT 23 | - tensorboardX (🥈27 · ⭐ 6.7K · 📉) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT 24 | - scikit-surprise (🥈26 · ⭐ 4.6K · 📉) - A Python scikit for building and analyzing recommender.. BSD-3 25 | - librosa (🥈26 · ⭐ 4.2K · 📉) - Python library for audio and music analysis. ISC 26 | - mmdnn (🥈22 · ⭐ 5.1K · 📉) - MMdnn is a set of tools to help users inter-operate among different.. MIT 27 | - Dejavu (🥉20 · ⭐ 5.3K · 💤) - Audio fingerprinting and recognition in Python. MIT 28 | - Fiber (🥉18 · ⭐ 830 · 📉) - Distributed Computing for AI Made Simple. Apache-2 29 | - Sherpa (🥉17 · ⭐ 280 · 📉) - Hyperparameter optimization that enables researchers to.. ❗️GPL-3.0 30 | 31 | -------------------------------------------------------------------------------- /history/2021-01-08_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - mlflow (🥇34 · ⭐ 8.1K · 📈) - Open source platform for the machine learning lifecycle. Apache-2 6 | - folium (🥇32 · ⭐ 5.1K · 📈) - Python Data. Leaflet.js Maps. MIT 7 | - Altair (🥈31 · ⭐ 6.3K · 📈) - Declarative statistical visualization library for Python. BSD-3 8 | - Tesseract (🥇30 · ⭐ 3.4K · 📈) - Python-tesseract is an optical character recognition (OCR).. Apache-2 9 | - TPOT (🥇29 · ⭐ 7.7K · 📈) - A Python Automated Machine Learning tool that optimizes.. ❗️LGPL-3.0 10 | - pyproj (🥈29 · ⭐ 560 · 📈) - Python interface to PROJ (cartographic projections and coordinate.. MIT 11 | - GluonCV (🥈28 · ⭐ 4.4K · 📈) - Gluon CV Toolkit. Apache-2 12 | - Kedro (🥈28 · ⭐ 3.3K · 📈) - A Python framework for creating reproducible, maintainable and.. Apache-2 13 | - EasyOCR (🥈27 · ⭐ 9.8K · 📈) - Ready-to-use OCR with 80+ supported languages and all popular.. Apache-2 14 | - PyTorch Image Models (🥈27 · ⭐ 6.4K · 📈) - PyTorch image models, scripts, pretrained weights --.. Apache-2 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - Hyperopt (🥇30 · ⭐ 5.3K · 📉) - Distributed Asynchronous Hyperparameter Optimization in Python. BSD-3 21 | - SageMaker SDK (🥇30 · ⭐ 1.3K · 📉) - A library for training and deploying machine learning.. Apache-2 22 | - PaddlePaddle (🥉29 · ⭐ 14K · 📉) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2 23 | - Faiss (🥇28 · ⭐ 12K · 📉) - A library for efficient similarity search and clustering of dense vectors. MIT 24 | - Keras Tuner (🥇28 · ⭐ 2.2K · 📉) - Hyperparameter tuning for humans. Apache-2 25 | - PyTables (🥈28 · ⭐ 1K · 📉) - A Python package to manage extremely large amounts of data. BSD-3 26 | - Pyro (🥈27 · ⭐ 6.7K · 📉) - Deep universal probabilistic programming with Python and PyTorch. Apache-2 27 | - Ibis (🥉27 · ⭐ 1.5K · 📉) - A pandas-like deferred expression system, with first-class SQL.. Apache-2 28 | - Catalyst (🥈26 · ⭐ 2.4K · 📉) - Accelerated deep learning R&D. Apache-2 29 | - pygal (🥈26 · ⭐ 2.3K · 📉) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0 30 | 31 | ## ➕ Added Projects 32 | 33 | _Projects that were recently added to this best-of list._ 34 | 35 | - scipy (🥇40 · ⭐ 7.8K · ➕) - Ecosystem of open-source software for mathematics, science, and.. BSD-3 36 | - Auto ViML (🥉20 · ⭐ 190 · ➕) - Automatically Build Multiple ML Models with a Single Line of.. Apache-2 37 | - Auto TS (🥉17 · ⭐ 140 · ➕) - Automatically build ARIMA, SARIMAX, VAR, FB Prophet and ML Models.. Apache-2 38 | - featurewiz (🥉12 · ⭐ 15 · 🐣) - Select the best features from your data set fast with a single.. Apache-2 39 | 40 | -------------------------------------------------------------------------------- /history/2021-01-17_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - Pillow (🥇39 · ⭐ 8.1K · 📈) - The friendly PIL fork (Python Imaging Library). ❗️PIL 6 | - python-magic (🥈31 · ⭐ 1.8K · 📈) - A python wrapper for libmagic. MIT 7 | - fastText (🥇30 · ⭐ 22K · 📈) - Library for fast text representation and classification. MIT 8 | - PyOD (🥇29 · ⭐ 4K · 📈) - A Python Toolbox for Scalable Outlier Detection (Anomaly Detection). BSD-2 9 | - Tokenizers (🥈28 · ⭐ 4.2K · 📈) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2 10 | - imutils (🥈28 · ⭐ 3.5K · 📈) - A series of convenience functions to make basic image processing.. MIT 11 | - arviz (🥇28 · ⭐ 930 · 📈) - Exploratory analysis of Bayesian models with Python. Apache-2 12 | - Dagster (🥈27 · ⭐ 2.8K · 📈) - A data orchestrator for machine learning, analytics, and ETL. Apache-2 13 | - Jina (🥈27 · ⭐ 1.9K · 📈) - An easier way to build neural search in the cloud. Apache-2 14 | - zarr (🥉27 · ⭐ 620 · 📈) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - pandas (🥇42 · ⭐ 28K · 📉) - Flexible and powerful data analysis / manipulation library for.. BSD-3 21 | - Tesseract (🥇29 · ⭐ 3.4K · 📉) - Python-tesseract is an optical character recognition (OCR).. Apache-2 22 | - SageMaker SDK (🥈29 · ⭐ 1.3K · 📉) - A library for training and deploying machine learning.. Apache-2 23 | - Flax (🥉27 · ⭐ 1.4K · 📉) - Flax is a neural network ecosystem for JAX that is designed for.. Apache-2 jax 24 | - Dopamine (🥈26 · ⭐ 9.3K · 📉) - Dopamine is a research framework for fast prototyping of.. Apache-2 25 | - Ludwig (🥉25 · ⭐ 7.4K · 📉) - Ludwig is a toolbox that allows to train and evaluate deep.. Apache-2 26 | - Captum (🥈25 · ⭐ 2.1K · 📉) - Model interpretability and understanding for PyTorch. BSD-3 27 | - Stable Baselines (🥈24 · ⭐ 2.8K · 📉) - A fork of OpenAI Baselines, implementations of.. MIT 28 | - Singer (🥉23 · ⭐ 670 · 📉) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 29 | - neon (🥉22 · ⭐ 3.9K · 💀) - Intel Nervana reference deep learning framework committed to best.. Apache-2 30 | 31 | ## ➕ Added Projects 32 | 33 | _Projects that were recently added to this best-of list._ 34 | 35 | - sentence-transformers (🥈28 · ⭐ 3.9K · ➕) - Multilingual Sentence Embeddings using BERT / RoBERTa.. Apache-2 bert xlnet 36 | - Gradio (🥉23 · ⭐ 1.9K · ➕) - Wrap UIs around any model, share with anyone. Apache-2 37 | - Cornac (🥈22 · ⭐ 300 · ➕) - A Comparative Framework for Multimodal Recommender Systems. Apache-2 38 | - Caer (🥉21 · ⭐ 310 · 🐣) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT 39 | - FiftyOne (🥉18 · ⭐ 180 · ➕) - Visualize, create, and debug image and video datasets.. Apache-2 40 | - celer (🥉17 · ⭐ 100 · ➕) - Fast sklearn solvers for sparse problems (group Lasso, adaptive.. BSD-3 41 | - imodels (🥉16 · ⭐ 140 · ➕) - Interpretable ML package for concise, transparent, and accurate.. MIT 42 | 43 | -------------------------------------------------------------------------------- /history/2021-01-21_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - Tesseract (🥇30 · ⭐ 3.4K · 📈) - Python-tesseract is an optical character recognition (OCR).. Apache-2 6 | - SageMaker SDK (🥇30 · ⭐ 1.3K · 📈) - A library for training and deploying machine learning.. Apache-2 7 | - Bottleneck (🥈29 · ⭐ 570 · 📈) - Fast NumPy array functions written in C. BSD-2 8 | - OpenNMT (🥈28 · ⭐ 4.8K · 📈) - Open Source Neural Machine Translation in PyTorch. MIT 9 | - dyNET (🥉28 · ⭐ 3.2K · 📈) - DyNet: The Dynamic Neural Network Toolkit. Apache-2 10 | - tslearn (🥇28 · ⭐ 1.4K · 📈) - A machine learning toolkit dedicated to time-series data. BSD-2 11 | - PDFMiner (🥉27 · ⭐ 4.5K · 💤) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT 12 | - ftfy (🥈26 · ⭐ 2.9K · 📈) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT 13 | - Pythran (🥈26 · ⭐ 1.5K · 📈) - Ahead of Time compiler for numeric kernels. BSD-3 14 | - Larq Compute Engine (🥉17 · ⭐ 120 · 📈) - Highly optimized inference engine for Binarized.. Apache-2 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - scikit-optimize (🥇30 · ⭐ 2K · 📉) - Sequential model-based optimization with a.. BSD-3 21 | - TPOT (🥇29 · ⭐ 7.8K · 📉) - A Python Automated Machine Learning tool that optimizes.. ❗️LGPL-3.0 22 | - featuretools (🥈27 · ⭐ 5.3K · 📉) - An open source python library for automated feature.. BSD-3 23 | - pyLDAvis (🥇27 · ⭐ 1.4K · 📉) - Python library for interactive topic model visualization... BSD-3 24 | - espnet (🥉24 · ⭐ 3.3K · 📉) - End-to-End Speech Processing Toolkit. Apache-2 25 | - Essentia (🥉22 · ⭐ 1.7K · 📉) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0 26 | - GPUtil (🥈22 · ⭐ 660 · 💀) - A Python module for getting the GPU status from NVIDA GPUs using.. MIT 27 | - hiddenlayer (🥉19 · ⭐ 1.4K · 💤) - Neural network graphs and training metrics for.. MIT 28 | - finetune (🥉19 · ⭐ 630 · 📉) - Scikit-learn style model finetuning for NLP. MPL-2.0 29 | - scikit-rebate (🥉19 · ⭐ 300 · 📉) - A scikit-learn-compatible Python implementation of.. MIT 30 | 31 | ## ➕ Added Projects 32 | 33 | _Projects that were recently added to this best-of list._ 34 | 35 | - PyFlink (🥈33 · ⭐ 15K · ➕) - Apache Flink Python API. Apache-2 36 | - pydeck (🥇33 · ⭐ 8.3K · ➕) - WebGL2 powered geospatial visualization layers. MIT 37 | - openpyxl (🥉22 · ⭐ 17 · ➕) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT 38 | - Objax (🥉18 · ⭐ 550 · 🐣) - Objax is a machine learning framework that provides an Object.. Apache-2 jax 39 | - Vulkan Kompute (🥉16 · ⭐ 290 · 🐣) - General purpose GPU compute framework for cross vendor.. Apache-2 40 | - pyRDF2Vec (🥉15 · ⭐ 79 · ➕) - Python Implementation and Extension of RDF2Vec. MIT 41 | 42 | -------------------------------------------------------------------------------- /history/2021-01-28_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - AllenNLP (🥇32 · ⭐ 9.6K · 📈) - An open-source NLP research library, built on PyTorch. Apache-2 6 | - GeoPandas (🥈31 · ⭐ 2.4K · 📈) - Python tools for geographic data. BSD-3 7 | - snowballstemmer (🥇30 · ⭐ 470 · 📈) - Snowball compiler and stemming algorithms. BSD-3 8 | - dbt (🥈29 · ⭐ 2.4K · 📈) - dbt (data build tool) enables data analysts and engineers to.. Apache-2 9 | - Pyro (🥈28 · ⭐ 6.7K · 📈) - Deep universal probabilistic programming with Python and PyTorch. Apache-2 10 | - faust (🥈28 · ⭐ 5.2K · 📈) - Python Stream Processing. BSD-3 11 | - stanza (🥈28 · ⭐ 5.1K · 📈) - Official Stanford NLP Python Library for Many Human Languages. Apache-2 12 | - CleverHans (🥇27 · ⭐ 4.9K · 📈) - An adversarial example library for constructing attacks,.. MIT 13 | - contextual-ai (🥉15 · ⭐ 66 · 📈) - Contextual AI adds explainability to different stages of.. Apache-2 14 | - ONNX-T5 (🥉13 · ⭐ 140 · 🐣) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - scikit-learn (🥇37 · ⭐ 44K · 📉) - scikit-learn: machine learning in Python. BSD-3 21 | - dlib (🥈32 · ⭐ 9.8K · 📉) - A toolkit for making real world machine learning and data analysis.. ❗️BSL-1.0 22 | - Rasa (🥈28 · ⭐ 11K · 📉) - Open source machine learning framework to automate text- and.. Apache-2 23 | - MNE (🥈27 · ⭐ 1.5K · 📉) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in.. BSD-3 24 | - DeepSpeech (🥈25 · ⭐ 16K · 📉) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0 25 | - tslearn (🥈25 · ⭐ 1.5K · 📉) - A machine learning toolkit dedicated to time-series data. BSD-2 26 | - arviz (🥈25 · ⭐ 940 · 📉) - Exploratory analysis of Bayesian models with Python. Apache-2 27 | - tensorly (🥉21 · ⭐ 950 · 📉) - TensorLy: Tensor Learning in Python. BSD-2 28 | - STUMPY (🥉20 · ⭐ 1.6K · 📉) - STUMPY is a powerful and scalable Python library for computing a.. BSD-3 29 | - gokart (🥉19 · ⭐ 160 · 📉) - A wrapper of the data pipeline library luigi. MIT 30 | 31 | ## ➕ Added Projects 32 | 33 | _Projects that were recently added to this best-of list._ 34 | 35 | - D-Tale (🥉21 · ⭐ 2K · ➕) - Visualizer for pandas data structures. ❗️LGPL-2.1 36 | - CausalNex (🥉19 · ⭐ 950 · ➕) - A Python library that helps data scientists to infer.. Apache-2 37 | - Mozart (🥉10 · ⭐ 220 · 🐣) - An optical music recognition (OMR) system. Converts sheet.. Apache-2 38 | 39 | -------------------------------------------------------------------------------- /history/2021-02-04_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - DeepSpeech (🥇31 · ⭐ 16K · 📈) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0 6 | - PaddlePaddle (🥈30 · ⭐ 14K · 📈) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2 7 | - UMAP (🥈30 · ⭐ 4.5K · 📈) - Uniform Manifold Approximation and Projection. BSD-3 8 | - hdbscan (🥇28 · ⭐ 1.8K · 📈) - A high performance implementation of HDBSCAN clustering. BSD-3 9 | - Datasette (🥈27 · ⭐ 4.6K · 📈) - An open source multi-tool for exploring and publishing data. Apache-2 10 | - hnswlib (🥈26 · ⭐ 1.3K · 📈) - Header-only C++/python library for fast approximate nearest.. Apache-2 11 | - PyNNDescent (🥉23 · ⭐ 370 · 📈) - A Python nearest neighbor descent for approximate nearest.. BSD-2 12 | - TTS (🥉20 · ⭐ 3.2K · 📈) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0 13 | - Objax (🥉19 · ⭐ 560 · 🐣) - Objax is a machine learning framework that provides an Object.. Apache-2 jax 14 | - ONNX-T5 (🥉15 · ⭐ 140 · 🐣) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - xmltodict (🥈30 · ⭐ 4.3K · 💤) - Python module that makes working with XML feel like you are.. MIT 21 | - PyStan (🥉24 · ⭐ 910 · 📉) - Temporary home for PyStan version 3. Documentation: https://pystan-.. ISC 22 | - dask-ml (🥈24 · ⭐ 680 · 📉) - Scalable Machine Learning with Dask. BSD-3 23 | - EfficientNets (🥈20 · ⭐ 1.2K · 📉) - Pretrained EfficientNet, EfficientNet-Lite, MixNet,.. Apache-2 24 | - MLBox (🥉20 · ⭐ 1.2K · 📉) - MLBox is a powerful Automated Machine Learning python library. ❗️BSD-1-Clause 25 | - EarthPy (🥉20 · ⭐ 220 · 📉) - A package built to support working with spatial data using open.. BSD-3 26 | - Caer (🥉19 · ⭐ 420 · 🐣) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT 27 | - Paddle Graph Learning (🥉17 · ⭐ 890 · 📉) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2 28 | - Lambda Networks (🥉15 · ⭐ 1.3K · 🐣) - Implementation of LambdaNetworks, a new approach to.. MIT 29 | - PandaPy (🥉13 · ⭐ 470 · 📉) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT 30 | 31 | -------------------------------------------------------------------------------- /history/2021-02-18_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - Seaborn (🥇37 · ⭐ 8.1K · 📈) - Statistical data visualization using matplotlib. BSD-3 6 | - imbalanced-learn (🥇31 · ⭐ 5K · 📈) - A Python Package to Tackle the Curse of Imbalanced.. MIT 7 | - arch (🥈25 · ⭐ 640 · 📈) - ARCH models in Python. ❗️NCSA 8 | - PyNNDescent (🥈25 · ⭐ 370 · 📈) - A Python nearest neighbor descent for approximate nearest.. BSD-2 9 | - AstroML (🥈24 · ⭐ 730 · 📈) - Machine learning, statistics, and data mining for astronomy and.. BSD-2 10 | - Caer (🥉23 · ⭐ 430 · 🐣) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT 11 | - NIPY (🥈22 · ⭐ 290 · 📈) - Neuroimaging in Python FMRI analysis package. BSD-3 12 | - lazypredict (🥉21 · ⭐ 380 · 📈) - Lazy Predict help build a lot of basic models without much.. MIT 13 | - quinn (🥉21 · ⭐ 210 · 📈) - pyspark methods to enhance developer productivity. Apache-2 14 | - DESlib (🥉20 · ⭐ 310 · 📈) - A Python library for dynamic classifier and ensemble selection. BSD-3 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - pandas (🥇40 · ⭐ 29K · 📉) - Flexible and powerful data analysis / manipulation library for.. BSD-3 21 | - Ray (🥇32 · ⭐ 15K · 📉) - An open source framework that provides a simple, universal API for.. Apache-2 22 | - mlflow (🥇32 · ⭐ 8.4K · 📉) - Open source platform for the machine learning lifecycle. Apache-2 23 | - tensor2tensor (🥇31 · ⭐ 11K · 📉) - Library of deep learning models and datasets designed.. Apache-2 24 | - horovod (🥈29 · ⭐ 11K · 📉) - Distributed training framework for TensorFlow, Keras, PyTorch,.. Apache-2 25 | - Nilearn (🥇29 · ⭐ 700 · 📉) - Machine learning for NeuroImaging in Python. BSD-3 26 | - Faiss (🥇28 · ⭐ 12K · 📉) - A library for efficient similarity search and clustering of dense vectors. MIT 27 | - DeepSpeech (🥉24 · ⭐ 16K · 📉) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0 28 | - PyStan (🥉21 · ⭐ 35 · 📉) - PyStan, a Python interface to Stan, a platform for statistical modeling... ISC 29 | - pymap3d (🥉19 · ⭐ 180 · 📉) - pure-Python (Numpy optional) 3D coordinate conversions for geospace.. BSD-2 30 | 31 | ## ➕ Added Projects 32 | 33 | _Projects that were recently added to this best-of list._ 34 | 35 | - data-describe (🥉14 · ⭐ 250 · ➕) - datadescribe: Pythonic EDA Accelerator for Data Science. Apache-2 36 | - bias-detector (🥉10 · ⭐ 15 · ➕) - Bias Detector is a python package for detecting bias in machine.. MIT 37 | 38 | -------------------------------------------------------------------------------- /history/2021-02-25_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - torchvision (🥇36 · ⭐ 8.4K · 📈) - Datasets, Transforms and Models specific to Computer.. BSD-3 6 | - TensorFlow Datasets (🥇32 · ⭐ 2.7K · 📈) - TFDS is a collection of datasets ready to use with.. Apache-2 7 | - DeepSpeech (🥇31 · ⭐ 17K · 📈) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0 8 | - fairseq (🥇31 · ⭐ 11K · 📈) - Facebook AI Research Sequence-to-Sequence Toolkit written in.. MIT 9 | - Autograd (🥇30 · ⭐ 5.1K · 💀) - Efficiently computes derivatives of numpy code. MIT 10 | - pythreejs (🥉26 · ⭐ 700 · 📈) - A Jupyter - Three.js bridge. BSD-3 11 | - PyFlux (🥈23 · ⭐ 1.8K · 💀) - Open source time series library for Python. BSD-3 12 | - Torchbearer (🥉20 · ⭐ 580 · 📈) - torchbearer: A model fitting library for PyTorch. MIT 13 | - pandas-ml (🥉19 · ⭐ 270 · 💀) - pandas, scikit-learn, xgboost and seaborn integration. BSD-3 14 | - Orbit (🥉18 · ⭐ 330 · 📈) - Bayesian forecasting with object-oriented design and probabilistic.. Apache-2 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - scikit-image (🥇32 · ⭐ 4.2K · 📉) - Image processing in Python. BSD-2 21 | - mrjob (🥈29 · ⭐ 2.5K · 📉) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 22 | - fastText (🥈27 · ⭐ 22K · 💤) - Library for fast text representation and classification. MIT 23 | - Datasette (🥈26 · ⭐ 4.7K · 📉) - An open source multi-tool for exploring and publishing data. Apache-2 24 | - inflect (🥈26 · ⭐ 480 · 📉) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT 25 | - featuretools (🥈25 · ⭐ 5.4K · 📉) - An open source python library for automated feature.. BSD-3 26 | - tabulator-py (🥉25 · ⭐ 200 · 📉) - Python library for reading and writing tabular data via streams. MIT 27 | - arch (🥉23 · ⭐ 650 · 📉) - ARCH models in Python. ❗️NCSA 28 | - TensorWatch (🥉22 · ⭐ 3K · 📉) - Debugging, monitoring and visualization for Python Machine.. MIT 29 | - AstroML (🥉22 · ⭐ 730 · 📉) - Machine learning, statistics, and data mining for astronomy and.. BSD-2 30 | 31 | -------------------------------------------------------------------------------- /history/2021-03-04_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - MXNet (🥈34 · ⭐ 19K · 📈) - Lightweight, Portable, Flexible Distributed/Mobile Deep.. Apache-2 6 | - scikit-image (🥇33 · ⭐ 4.2K · 📈) - Image processing in Python. BSD-2 7 | - xmltodict (🥇32 · ⭐ 4.3K · 💤) - Python module that makes working with XML feel like you are.. MIT 8 | - fastText (🥇30 · ⭐ 22K · 💤) - Library for fast text representation and classification. MIT 9 | - VisPy (🥈29 · ⭐ 2.6K · 📈) - High-performance interactive 2D/3D data visualization library. BSD-3 10 | - metric-learn (🥈24 · ⭐ 1.1K · 💤) - Metric learning algorithms in Python. MIT 11 | - bt (🥈24 · ⭐ 980 · 📈) - bt - flexible backtesting for Python. MIT 12 | - DALEX (🥉20 · ⭐ 780 · 📈) - moDel Agnostic Language for Exploration and eXplanation. ❗️GPL-3.0 13 | - SKLL (🥉18 · ⭐ 520 · 📈) - SciKit-Learn Laboratory (SKLL) makes it easy to run.. ❗️BSD-1-Clause 14 | - Hivemind (🥉17 · ⭐ 650 · 📈) - Decentralized deep learning in PyTorch. Built to train models on.. MIT 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - numpy (🥇38 · ⭐ 16K · 📉) - The fundamental package for scientific computing with Python. BSD-3 21 | - luigi (🥈32 · ⭐ 14K · 📉) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2 22 | - jieba (🥇30 · ⭐ 26K · 💀) - Chinese Words Segmentation Utilities. MIT 23 | - Annoy (🥇29 · ⭐ 8.2K · 📉) - Approximate Nearest Neighbors in C++/Python optimized for memory.. Apache-2 24 | - scikit-optimize (🥇29 · ⭐ 2.1K · 📉) - Sequential model-based optimization with a.. BSD-3 25 | - mrjob (🥈27 · ⭐ 2.5K · 📉) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 26 | - efficientnet (🥉23 · ⭐ 1.7K · 📉) - Implementation of EfficientNet model. Keras and.. Apache-2 27 | - AstroML (🥉20 · ⭐ 730 · 📉) - Machine learning, statistics, and data mining for astronomy and.. BSD-2 28 | - Caer (🥉20 · ⭐ 440 · 📉) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT 29 | - scikit-lego (🥉20 · ⭐ 430 · 📉) - Extra blocks for scikit-learn pipelines. MIT 30 | 31 | -------------------------------------------------------------------------------- /history/2021-03-11_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - Celery (🥇39 · ⭐ 17K · 📈) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 6 | - Airflow (🥇36 · ⭐ 21K · 📈) - Platform to programmatically author, schedule, and monitor.. Apache-2 7 | - pyproj (🥈31 · ⭐ 580 · 📈) - Python interface to PROJ (cartographic projections and coordinate.. MIT 8 | - Pydub (🥇30 · ⭐ 5.2K · 📈) - Manipulate audio with a simple and easy high level interface. MIT 9 | - PyTorch Geometric (🥇29 · ⭐ 10K · 📈) - Geometric Deep Learning Extension Library for PyTorch. MIT 10 | - torchaudio (🥈29 · ⭐ 1.3K · 📈) - Data manipulation and transformation for audio signal.. BSD-2 11 | - PyTorch Image Models (🥈28 · ⭐ 7.9K · 📈) - PyTorch image models, scripts, pretrained weights --.. Apache-2 12 | - snorkel (🥉28 · ⭐ 4.5K · 📈) - A system for quickly generating training data with weak.. Apache-2 13 | - ipyleaflet (🥉28 · ⭐ 1.1K · 📈) - A Jupyter - Leaflet.js bridge. MIT 14 | - scattertext (🥉24 · ⭐ 1.5K · 📈) - Beautiful visualizations of how language differs among.. Apache-2 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - networkx (🥇33 · ⭐ 8.8K · 📉) - Network Analysis in Python. BSD-3 21 | - dask (🥇32 · ⭐ 8K · 📉) - Parallel computing with task scheduling. BSD-3 22 | - dask.distributed (🥇31 · ⭐ 1.2K · 📉) - A distributed task scheduler for Dask. BSD-3 23 | - torchtext (🥈29 · ⭐ 2.7K · 📉) - Data loaders and abstractions for text and NLP. BSD-3 24 | - baselines (🥇27 · ⭐ 11K · 💀) - OpenAI Baselines: high-quality implementations of reinforcement.. MIT 25 | - tensorpack (🥉27 · ⭐ 6K · 📉) - A Neural Net Training Interface on TensorFlow, with focus.. Apache-2 26 | - stanza (🥈25 · ⭐ 5.3K · 📉) - Official Stanford NLP Python Library for Many Human Languages. Apache-2 27 | - PyCUDA (🥈25 · ⭐ 1.1K · 📉) - CUDA integration for Python, plus shiny features. MIT 28 | - pyopencl (🥈24 · ⭐ 790 · 📉) - OpenCL integration for Python, plus shiny features. MIT 29 | - PyTextRank (🥉22 · ⭐ 1.5K · 📉) - Python implementation of TextRank for phrase extraction and.. MIT 30 | 31 | -------------------------------------------------------------------------------- /history/2021-04-01_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - gensim (🥇36 · ⭐ 12K · 📈) - Topic Modelling for Humans. ❗️LGPL-2.1 6 | - luigi (🥇33 · ⭐ 14K · 📈) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2 7 | - detectron2 (🥈28 · ⭐ 16K · 📈) - Detectron2 is FAIR's next-generation platform for object.. Apache-2 8 | - ClearML (🥈26 · ⭐ 2.3K · 📈) - ClearML - Auto-Magical Suite of tools to streamline your ML.. Apache-2 9 | - garage (🥈24 · ⭐ 1.1K · 📈) - A toolkit for reproducible reinforcement learning research. MIT 10 | - fancyimpute (🥈24 · ⭐ 950 · 📈) - Multivariate imputation and matrix completion.. Apache-2 11 | - vit-pytorch (🥉20 · ⭐ 3.2K · 🐣) - Implementation of Vision Transformer, a simple way to.. MIT 12 | - ivis (🥉20 · ⭐ 220 · 📈) - Dimensionality reduction in very large datasets using Siamese.. Apache-2 13 | - lightly (🥉19 · ⭐ 690 · 🐣) - A python library for self-supervised learning on images. MIT 14 | - Lambda Networks (🥉17 · ⭐ 1.4K · 🐣) - Implementation of LambdaNetworks, a new approach to.. MIT 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - Seaborn (🥇36 · ⭐ 8.3K · 📉) - Statistical data visualization using matplotlib. BSD-3 21 | - StatsModels (🥈32 · ⭐ 6.2K · 📉) - Statsmodels: statistical modeling and econometrics in Python. BSD-3 22 | - xlrd (🥇32 · ⭐ 1.9K · 📉) - Please use openpyxl where you can... BSD-3 23 | - yfinance (🥇28 · ⭐ 4.7K · 📉) - Yahoo! Finance market data downloader (+faster Pandas.. Apache-2 24 | - sktime (🥈24 · ⭐ 3.8K · 📉) - A unified framework for machine learning with time series. BSD-3 25 | - HyperTools (🥉23 · ⭐ 1.6K · 📉) - A Python toolbox for gaining geometric insights into high-.. MIT 26 | - SUOD (🥉20 · ⭐ 250 · 📉) - (MLSys' 21) An Acceleration System for Large-scare Unsupervised.. BSD-2 27 | - NiftyNet (🥉19 · ⭐ 1.3K · 💤) - [unmaintained] An open-source convolutional neural.. Apache-2 28 | - HpBandSter (🥉19 · ⭐ 460 · 💀) - a distributed Hyperband implementation on Steroids. BSD-3 29 | - DeepGraph (🥉16 · ⭐ 230 · 📉) - Analyze Data with Pandas-based Networks. Documentation:. BSD-3 30 | 31 | ## ➕ Added Projects 32 | 33 | _Projects that were recently added to this best-of list._ 34 | 35 | - bodywork-core (🥉9 · ⭐ 150 · 🐣) - Deploy machine learning projects developed in Python, to.. ❗️AGPL-3.0 36 | 37 | -------------------------------------------------------------------------------- /history/2021-04-08_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - pandas (🥇43 · ⭐ 29K · 📈) - Flexible and powerful data analysis / manipulation library for.. BSD-3 6 | - networkx (🥇35 · ⭐ 8.9K · 📈) - Network Analysis in Python. BSD-3 7 | - Shapely (🥇34 · ⭐ 2.2K · 📈) - Manipulation and analysis of geometric objects. BSD-3 8 | - Rasterio (🥈32 · ⭐ 1.5K · 📈) - Rasterio reads and writes geospatial raster datasets. BSD-3 9 | - opencv-python (🥇31 · ⭐ 1.9K · 📈) - Automated CI toolchain to produce precompiled opencv-python,.. MIT 10 | - Stable Baselines (🥈26 · ⭐ 3.1K · 📈) - A fork of OpenAI Baselines, implementations of.. MIT 11 | - fancyimpute (🥈26 · ⭐ 950 · 📈) - Multivariate imputation and matrix completion.. Apache-2 12 | - swifter (🥉25 · ⭐ 1.6K · 📈) - A package which efficiently applies any function to a pandas.. MIT 13 | - pyvips (🥉24 · ⭐ 310 · 📈) - python binding for libvips using cffi. MIT 14 | - Orion (🥈24 · ⭐ 190 · 📈) - Asynchronous Distributed Hyperparameter Optimization. BSD-3 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - Tokenizers (🥈27 · ⭐ 4.4K · 📉) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2 21 | - DeepSpeech (🥈26 · ⭐ 17K · 📉) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0 22 | - T5 (🥉23 · ⭐ 3.3K · 📉) - Code for the paper Exploring the Limits of Transfer Learning with.. Apache-2 23 | 24 | -------------------------------------------------------------------------------- /history/2021-04-15_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - scipy (🥇42 · ⭐ 8.1K · 📈) - Ecosystem of open-source software for mathematics, science, and.. BSD-3 6 | - PyTorch (🥇41 · ⭐ 48K · 📈) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3 7 | - XGBoost (🥇37 · ⭐ 21K · 📈) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT.. Apache-2 8 | - LightGBM (🥇36 · ⭐ 12K · 📈) - A fast, distributed, high performance gradient boosting (GBT, GBDT,.. MIT 9 | - PyFlink (🥈34 · ⭐ 16K · 📈) - Apache Flink Python API. Apache-2 10 | - scikit-image (🥇34 · ⭐ 4.3K · 📈) - Image processing in Python. BSD-2 11 | - TensorFlow Datasets (🥇34 · ⭐ 2.8K · 📈) - TFDS is a collection of datasets ready to use with.. Apache-2 12 | - imgaug (🥇32 · ⭐ 11K · 💤) - Image augmentation for machine learning experiments. MIT 13 | - EfficientNet-PyTorch (🥇27 · ⭐ 5.8K · 📈) - A PyTorch implementation of EfficientNet and.. Apache-2 14 | - T5 (🥉25 · ⭐ 3.3K · 📈) - Code for the paper Exploring the Limits of Transfer Learning with.. Apache-2 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - SymPy (🥇35 · ⭐ 8K · 📉) - A computer algebra system written in pure Python. BSD-3 21 | - ipyparallel (🥈26 · ⭐ 1.9K · 📉) - Interactive Parallel Computing in Python. BSD-3 22 | - MMLSpark (🥉22 · ⭐ 2.3K · 📉) - Microsoft Machine Learning for Apache Spark. MIT 23 | - FinTA (🥉22 · ⭐ 970 · 📉) - Common financial technical indicators implemented in Pandas. ❗️LGPL-3.0 24 | - Darts (🥉21 · ⭐ 800 · 📉) - A python library for easy manipulation and forecasting of time series. Apache-2 25 | - Prince (🥉21 · ⭐ 620 · 📉) - Python factor analysis library (PCA, CA, MCA, MFA, FAMD). MIT 26 | - Sentinelsat (🥉21 · ⭐ 580 · 📉) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0 27 | - pivottablejs (🥉19 · ⭐ 430 · 💀) - Dragndrop Pivot Tables and Charts for Jupyter/IPython.. MIT 28 | - TF Compression (🥉18 · ⭐ 460 · 📉) - Data compression in TensorFlow. Apache-2 29 | 30 | -------------------------------------------------------------------------------- /history/2021-04-22_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - dash (🥇35 · ⭐ 14K · 📈) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript.. MIT 6 | - nltk (🥇35 · ⭐ 9.8K · 📈) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2 7 | - DeepSpeech (🥇31 · ⭐ 17K · 📈) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0 8 | - UMAP (🥈31 · ⭐ 4.7K · 📈) - Uniform Manifold Approximation and Projection. BSD-3 9 | - MoviePy (🥈30 · ⭐ 7.5K · 📈) - Video editing with Python. MIT 10 | - pandas-profiling (🥈30 · ⭐ 7.2K · 📈) - Create HTML profiling reports from pandas DataFrame.. MIT 11 | - Sonnet (🥈29 · ⭐ 8.8K · 📈) - TensorFlow-based neural network library. Apache-2 12 | - ftfy (🥈29 · ⭐ 2.9K · 📈) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT 13 | - Hyperas (🥈25 · ⭐ 2.1K · 📈) - Keras + Hyperopt: A very simple wrapper for convenient.. MIT 14 | - PaddleDetection (🥉20 · ⭐ 2.5K · 📈) - Object detection and instance segmentation toolkit.. Apache-2 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - Tensorflow (🥇37 · ⭐ 160K · 📉) - An Open Source Machine Learning Framework for Everyone. Apache-2 21 | - Arrow (🥈35 · ⭐ 7.8K · 📉) - Apache Arrow is a cross-language development platform for in-.. Apache-2 22 | - Ray (🥇32 · ⭐ 16K · 📉) - An open source framework that provides a simple, universal API for.. Apache-2 23 | - Keras (🥈29 · ⭐ 51K · 📉) - Deep Learning for humans. MIT 24 | - PyText (🥉25 · ⭐ 6.2K · 📉) - A natural language modeling framework based on PyTorch. BSD-3 25 | - Hail (🥈24 · ⭐ 720 · 📉) - Scalable genomic data analysis. MIT 26 | - mmdnn (🥈23 · ⭐ 5.3K · 💤) - MMdnn is a set of tools to help users inter-operate among different deep.. MIT 27 | - metric-learn (🥉23 · ⭐ 1.1K · 📉) - Metric learning algorithms in Python. MIT 28 | - messytables (🥉23 · ⭐ 360 · 💀) - Tools for parsing messy tabular data. This is now superseded by.. MIT 29 | - SciSpacy (🥉22 · ⭐ 890 · 📉) - A full spaCy pipeline and models for scientific/biomedical.. Apache-2 30 | 31 | -------------------------------------------------------------------------------- /history/2021-04-29_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - Tensorflow (🥇44 · ⭐ 160K · 📈) - An Open Source Machine Learning Framework for Everyone. Apache-2 6 | - OpenAI Gym (🥇36 · ⭐ 24K · 📈) - A toolkit for developing and comparing reinforcement learning.. MIT 7 | - Arrow (🥇36 · ⭐ 7.8K · 📈) - Apache Arrow is a cross-language development platform for in-.. Apache-2 8 | - pydeck (🥇34 · ⭐ 8.6K · 📈) - WebGL2 powered geospatial visualization layers. MIT 9 | - Optuna (🥇32 · ⭐ 4.5K · 📈) - A hyperparameter optimization framework. MIT 10 | - dask.distributed (🥇32 · ⭐ 1.2K · 📈) - A distributed task scheduler for Dask. BSD-3 11 | - fastText (🥈30 · ⭐ 23K · 💤) - Library for fast text representation and classification. MIT 12 | - tensorboardX (🥈30 · ⭐ 6.9K · 📈) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT 13 | - EasyOCR (🥇29 · ⭐ 11K · 📈) - Ready-to-use OCR with 80+ supported languages and all popular.. Apache-2 14 | - XAI (🥉19 · ⭐ 620 · 📈) - XAI - An eXplainability toolbox for machine learning. MIT 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - PyFlink (🥈33 · ⭐ 16K · 📉) - Apache Flink Python API. Apache-2 21 | - flair (🥈30 · ⭐ 10K · 📉) - A very simple framework for state-of-the-art Natural Language.. MIT 22 | - bqplot (🥈28 · ⭐ 3.1K · 📉) - Plotting library for IPython/Jupyter notebooks. Apache-2 23 | - DeepSpeech (🥈26 · ⭐ 17K · 📉) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0 24 | - VisPy (🥉26 · ⭐ 2.6K · 📉) - High-performance interactive 2D/3D data visualization library. BSD-3 25 | - Turi Create (🥉25 · ⭐ 10K · 📉) - Turi Create simplifies the development of custom machine.. BSD-3 26 | - TensorFlow I/O (🥉24 · ⭐ 450 · 📉) - Dataset, streaming, and file system extensions.. Apache-2 27 | - TextDistance (🥉22 · ⭐ 2K · 📉) - Compute distance between sequences. 30+ algorithms, pure python.. MIT 28 | - MONAI (🥉20 · ⭐ 1.9K · 📉) - AI Toolkit for Healthcare Imaging. Apache-2 29 | - fast-bert (🥉20 · ⭐ 1.6K · 📉) - Super easy library for BERT based NLP models. Apache-2 30 | 31 | -------------------------------------------------------------------------------- /history/2021-05-13_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - jax (🥈34 · ⭐ 13K · 📈) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2 6 | - tensor2tensor (🥇33 · ⭐ 11K · 📈) - Library of deep learning models and datasets designed.. Apache-2 7 | - fastText (🥇31 · ⭐ 23K · 💤) - Library for fast text representation and classification. MIT 8 | - DeepSpeech (🥇31 · ⭐ 17K · 📈) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0 9 | - flair (🥇31 · ⭐ 10K · 📈) - A very simple framework for state-of-the-art Natural Language.. MIT 10 | - Dopamine (🥇30 · ⭐ 9.4K · 📈) - Dopamine is a research framework for fast prototyping of.. Apache-2 11 | - TextDistance (🥉25 · ⭐ 2K · 📈) - Compute distance between sequences. 30+ algorithms, pure python.. MIT 12 | - TensorTrade (🥈24 · ⭐ 3.2K · 📈) - An open source reinforcement learning framework for.. Apache-2 13 | - NiftyNet (🥉22 · ⭐ 1.3K · 💀) - [unmaintained] An open-source convolutional neural.. Apache-2 14 | - Explainability 360 (🥈22 · ⭐ 830 · 📈) - Interpretability and explainability of data and.. Apache-2 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - Core ML Tools (🥈24 · ⭐ 2.2K · 📉) - Core ML tools contain supporting tools for Core ML model.. BSD-3 21 | - pyclustering (🥈24 · ⭐ 830 · 📉) - pyclustring is a Python, C++ data mining library. BSD-3 22 | - fastNLP (🥉23 · ⭐ 2.1K · 📉) - fastNLP: A Modularized and Extensible NLP Framework. Currently.. Apache-2 23 | - TabPy (🥉23 · ⭐ 1.1K · 📉) - Execute Python code on the fly and display results in Tableau.. MIT 24 | - Satpy (🥉21 · ⭐ 700 · 📉) - Python package for earth-observing satellite data processing. ❗️GPL-3.0 25 | - lore (🥉20 · ⭐ 1.5K · 💤) - Lore makes machine learning approachable for Software Engineers and.. MIT 26 | - fairlearn (🥉20 · ⭐ 790 · 📉) - A Python package to assess and improve fairness of machine.. MIT 27 | - fletcher (🥉19 · ⭐ 210 · 📉) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT 28 | - sklearn-porter (🥉16 · ⭐ 1K · 💀) - Transpile trained scikit-learn estimators to C, Java,.. MIT 29 | - AlphaPy (🥉15 · ⭐ 590 · 📉) - Automated Machine Learning [AutoML] with Python, scikit-learn,.. Apache-2 30 | 31 | ## ➕ Added Projects 32 | 33 | _Projects that were recently added to this best-of list._ 34 | 35 | - nnAudio (🥉20 · ⭐ 460 · ➕) - Audio processing by using pytorch 1D convolution network. MIT 36 | - opyrator (🥉17 · ⭐ 2.1K · 🐣) - Turns your machine learning code into microservices with web API,.. MIT 37 | 38 | -------------------------------------------------------------------------------- /history/2021-06-03_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - Celery (🥇40 · ⭐ 17K · 📈) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 6 | - SymPy (🥇36 · ⭐ 8.1K · 📈) - A computer algebra system written in pure Python. BSD-3 7 | - Albumentations (🥈30 · ⭐ 8.1K · 📈) - Fast image augmentation library and an easy-to-use.. MIT 8 | - AutoKeras (🥇29 · ⭐ 8K · 📈) - AutoML library for deep learning. Apache-2 9 | - pycm (🥈24 · ⭐ 1.1K · 📈) - Multi-class confusion matrix library in Python. MIT 10 | - TensorFlow Privacy (🥈23 · ⭐ 1.4K · 📈) - Library for training machine learning models with.. Apache-2 11 | - Sentinelsat (🥉23 · ⭐ 610 · 📈) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0 12 | - checklist (🥈22 · ⭐ 1.4K · 📈) - Beyond Accuracy: Behavioral Testing of NLP models with.. MIT 13 | - lets-plot (🥉22 · ⭐ 620 · 📈) - An open-source plotting library for statistical data. MIT 14 | - pycls (🥉17 · ⭐ 1.6K · 📈) - Codebase for Image Classification Research, written in PyTorch. MIT 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - Airflow (🥈32 · ⭐ 22K · 📉) - Platform to programmatically author, schedule, and monitor.. Apache-2 21 | - Tablib (🥈30 · ⭐ 4K · 📉) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT 22 | - Cython BLIS (🥈26 · ⭐ 170 · 📉) - Fast matrix-multiplication as a self-contained Python library.. BSD-3 23 | - textacy (🥉25 · ⭐ 1.7K · 📉) - NLP, before and after spaCy. Apache-2 24 | - tesserocr (🥈25 · ⭐ 1.5K · 📉) - A Python wrapper for the tesseract-ocr API. MIT 25 | - DeepSpeech (🥉24 · ⭐ 17K · 📉) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0 26 | - tabulator-py (🥉24 · ⭐ 210 · 📉) - Python library for reading and writing tabular data via streams. MIT 27 | - pyvips (🥉22 · ⭐ 320 · 📉) - python binding for libvips using cffi. MIT 28 | - combo (🥉21 · ⭐ 500 · 📉) - (AAAI' 20) A Python Toolbox for Machine Learning Model.. BSD-2 xgboost 29 | - DALI (🥉17 · ⭐ 3.3K · 📉) - A GPU-accelerated library containing highly optimized building.. Apache-2 30 | 31 | -------------------------------------------------------------------------------- /history/2021-07-01_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - Ray (🥇35 · ⭐ 16K · 📈) - An open source framework that provides a simple, universal API for.. Apache-2 6 | - Chainer (🥈32 · ⭐ 5.6K · 📈) - A flexible framework of neural networks for deep learning. MIT 7 | - Datasette (🥇29 · ⭐ 5.2K · 📈) - An open source multi-tool for exploring and publishing data. Apache-2 8 | - Keras Tuner (🥇29 · ⭐ 2.3K · 📈) - Hyperparameter tuning for humans. Apache-2 9 | - Jina (🥉28 · ⭐ 7.1K · 📈) - Cloud-native neural search framework for kind of data. Apache-2 10 | - tesserocr (🥈28 · ⭐ 1.5K · 📈) - A Python wrapper for the tesseract-ocr API. MIT 11 | - TF Model Optimization (🥈28 · ⭐ 1.1K · 📈) - A toolkit to optimize ML models for deployment for.. Apache-2 12 | - PaddleOCR (🥈27 · ⭐ 13K · 📈) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2 13 | - Sumy (🥈27 · ⭐ 2.6K · 📈) - Module for automatic summarization of text documents and HTML pages. Apache-2 14 | - bodywork-core (🥉17 · ⭐ 250 · 📈) - MLOps tool for deploying machine learning projects to.. ❗️AGPL-3.0 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - jax (🥈30 · ⭐ 13K · 📉) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2 21 | - tensorflow-probability (🥇30 · ⭐ 3.4K · 📉) - Probabilistic reasoning and statistical analysis in.. Apache-2 22 | - xarray (🥈30 · ⭐ 2.1K · 📉) - N-D labeled arrays and datasets in Python. Apache-2 23 | - PyMC3 (🥇29 · ⭐ 5.9K · 📉) - Probabilistic Programming in Python: Bayesian Modeling and.. Apache-2 24 | - Magenta (🥈26 · ⭐ 17K · 📉) - Magenta: Music and Art Generation with Machine Intelligence. Apache-2 25 | - Nilearn (🥈26 · ⭐ 750 · 📉) - Machine learning for NeuroImaging in Python. BSD-3 26 | - T5 (🥉22 · ⭐ 3.5K · 📉) - Code for the paper Exploring the Limits of Transfer Learning with.. Apache-2 27 | - Neural Tangents (🥉19 · ⭐ 1.5K · 📉) - Fast and Easy Infinite Neural Networks in Python. Apache-2 28 | - iNNvestigate (🥉18 · ⭐ 840 · 📉) - A toolbox to iNNvestigate neural networks' predictions!. BSD-2 29 | - BioPandas (🥉17 · ⭐ 360 · 📉) - Working with molecular structures in pandas DataFrames. BSD-3 30 | 31 | ## ➕ Added Projects 32 | 33 | _Projects that were recently added to this best-of list._ 34 | 35 | - Activeloop (🥈28 · ⭐ 21K · ➕) - Fastest dataset optimization and management for machine and.. MPL-2.0 36 | - huey (🥈28 · ⭐ 3.6K · ➕) - a little task queue for python. MIT 37 | - mleap (🥈28 · ⭐ 1.3K · ➕) - MLeap: Deploy ML Pipelines to Production. Apache-2 38 | - BentoML (🥇27 · ⭐ 2.6K · ➕) - Model Serving Made Easy. Apache-2 39 | - cartopy (🥈27 · ⭐ 880 · ➕) - Cartopy - a cartographic python library with matplotlib support. ❗️LGPL-3.0 40 | - nlpaug (🥈25 · ⭐ 2.2K · ➕) - Data augmentation for NLP. MIT 41 | - deepface (🥈25 · ⭐ 1.8K · ➕) - A Lightweight Deep Face Recognition and Facial Attribute Analysis.. MIT 42 | - shapash (🥈25 · ⭐ 1.1K · ➕) - Shapash makes Machine Learning models transparent and.. Apache-2 43 | - pandas-ta (🥉24 · ⭐ 1.4K · ➕) - Technical Analysis Indicators - Pandas TA is an easy to use.. MIT 44 | - metrics (🥉24 · ⭐ 360 · ➕) - Machine learning metrics for distributed, scalable PyTorch.. Apache-2 45 | - dbnd (🥉24 · ⭐ 190 · ➕) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 46 | - polars (🥉23 · ⭐ 1.9K · ➕) - Fast multi-threaded DataFrame library in Rust and Python. MIT 47 | - arq (🥉23 · ⭐ 840 · ➕) - Fast job queuing and RPC in python with asyncio and redis. MIT 48 | - speechbrain (🥉22 · ⭐ 2.5K · ➕) - A PyTorch-based Speech Toolkit. Apache-2 49 | - FinRL (🥉22 · ⭐ 2.2K · ➕) - A Deep Reinforcement Learning Library for Automated Trading in.. MIT 50 | - accelerate (🥈22 · ⭐ 1.6K · ➕) - A simple way to train and use PyTorch models with.. Apache-2 51 | - PaddleSeg (🥉22 · ⭐ 1.5K · ➕) - End-to-end image segmentation kit based on PaddlePaddle. Apache-2 52 | - pygraphistry (🥈22 · ⭐ 1.4K · ➕) - PyGraphistry is a Python library to quickly load,.. BSD-3 53 | - jiant (🥉22 · ⭐ 1.3K · ➕) - jiant is an nlp toolkit. MIT 54 | - lightning-flash (🥈22 · ⭐ 790 · 🐣) - Collection of tasks for fast prototyping, baselining,.. Apache-2 55 | - audiomentations (🥉22 · ⭐ 610 · ➕) - A Python library for audio data augmentation. Inspired by.. MIT 56 | - english-words (🥉21 · ⭐ 5.3K · 💤) - A text file containing 479k English words for all your.. Unlicense 57 | - deep-daze (🥉21 · ⭐ 3.5K · 🐣) - Simple command line tool for text to image generation using.. MIT 58 | - layout-parser (🥉21 · ⭐ 2.2K · ➕) - A unified toolkit for Deep Learning Based Document Image.. Apache-2 59 | - vissl (🥉21 · ⭐ 1.8K · ➕) - VISSL is FAIR's library of extensible, modular and scalable.. MIT 60 | - Hyperactive (🥉21 · ⭐ 240 · ➕) - A hyperparameter optimization and data collection toolbox for.. MIT 61 | - kale (🥉20 · ⭐ 400 · ➕) - Kubeflows superfood for Data Scientists. Apache-2 62 | - huggingface_hub (🥉20 · ⭐ 150 · ➕) - Client library to download and publish models and.. Apache-2 63 | - graph4nlp (🥉19 · ⭐ 810 · ➕) - Graph4nlp is the library for the easy use of Graph Neural.. Apache-2 64 | - chefboost (🥉19 · ⭐ 260 · ➕) - A Lightweight Decision Tree Framework supporting regular.. MIT 65 | - Coqui TTS (🥉18 · ⭐ 1.8K · ➕) - - a deep learning toolkit for Text-to-Speech, battle-.. MPL-2.0 66 | - pytorchvideo (🥉18 · ⭐ 1.5K · 🐣) - A deep learning library for video understanding.. Apache-2 67 | - keepsake (🥉18 · ⭐ 1.5K · ➕) - Version control for machine learning. Apache-2 68 | - lightseq (🥉18 · ⭐ 1.1K · ➕) - LightSeq: A High Performance Library for Sequence Processing.. Apache-2 69 | - greykite (🥉18 · ⭐ 1.1K · 🐣) - A flexible, intuitive and fast forecasting library. BSD-2 70 | - responsible-ai-widgets (🥉18 · ⭐ 210 · ➕) - This project provides responsible AI user interfaces.. MIT 71 | - AugLy (🥉17 · ⭐ 3.4K · 🐣) - A data augmentations library for audio, image, text, and video. MIT 72 | - DIG (🥉17 · ⭐ 770 · ➕) - A library for graph deep learning research. ❗️GPL-3.0 73 | - nboost (🥉17 · ⭐ 580 · 💤) - NBoost is a scalable, search-api-boosting platform for deploying.. Apache-2 74 | - avalanche (🥉17 · ⭐ 510 · ➕) - Avalanche: an End-to-End Library for Continual Learning. MIT 75 | - carefree-learn (🥇17 · ⭐ 340 · ➕) - Tabular Datasets PyTorch. MIT 76 | - solt (🥉17 · ⭐ 250 · 💀) - Streaming over lightweight data transformations. MIT 77 | - lkpy (🥉17 · ⭐ 170 · ➕) - Python recommendation toolkit. MIT 78 | - textaugment (🥉17 · ⭐ 150 · ➕) - TextAugment: Text Augmentation Library. MIT 79 | - pytorch_tabular (🥉16 · ⭐ 350 · ➕) - A standard framework for modelling Deep Learning.. MIT 80 | - TextBox (🥉16 · ⭐ 280 · ➕) - TextBox is an open-source library for building text generation system. MIT 81 | - dstack (🥉16 · ⭐ 180 · ➕) - An open-source tool to rapidly develop data applications with.. Apache-2 82 | - ecco (🥉15 · ⭐ 810 · ➕) - Visualize and explore NLP language models. Ecco creates interactive.. BSD-3 83 | - madgrad (🥉15 · ⭐ 690 · 🐣) - MADGRAD Optimization Method. MIT 84 | - interpret-text (🥉15 · ⭐ 260 · ➕) - A library that incorporates state-of-the-art explainers.. MIT 85 | - launchpad (🥉15 · ⭐ 190 · 🐣) - Launchpad is a library that simplifies writing.. Apache-2 86 | - backprop (🥉15 · ⭐ 190 · ➕) - Backprop makes it simple to use, finetune, and deploy state-of-.. Apache-2 87 | - TorchDrift (🥉15 · ⭐ 150 · 🐣) - Drift Detection for your PyTorch Models. Apache-2 88 | - textflint (🥉14 · ⭐ 470 · 🐣) - Unified Multilingual Robustness Evaluation Toolkit for.. ❗️GPL-3.0 89 | - pykale (🥉14 · ⭐ 210 · ➕) - Knowledge-Aware machine LEarning (KALE) from multiple sources in.. MIT 90 | - tsaug (🥉14 · ⭐ 200 · 💀) - A Python package for time series augmentation. Apache-2 91 | - deltapy (🥉13 · ⭐ 360 · ➕) - DeltaPy - Tabular Data Augmentation (by @firmai). MIT 92 | - numerizer (🥉13 · ⭐ 110 · ➕) - A Python module to convert natural language numerics into ints and.. MIT 93 | - nylon (🥉13 · ⭐ 59 · 🐣) - An intelligent, flexible grammar of machine learning. MIT 94 | - BLINK (🥉12 · ⭐ 660 · ➕) - Entity Linker solution. MIT 95 | - fastT5 (🥉12 · ⭐ 170 · 🐣) - boost inference speed of T5 models by 5x & reduce the model size.. Apache-2 96 | - autodist (🥉12 · ⭐ 99 · ➕) - Simple Distributed Deep Learning on TensorFlow. Apache-2 97 | - spacy-dbpedia-spotlight (🥉12 · ⭐ 34 · ➕) - A spaCy wrapper for DBpedia Spotlight. MIT spacy 98 | - model_search (🥉11 · ⭐ 3.1K · 🐣) - AutoML algorithms for model architecture search at scale. Apache-2 99 | - Maze (🥉11 · ⭐ 140 · 🐣) - Maze Applied Reinforcement Learning Framework. ❗️Custom 100 | - Lea (🥉10 · 💤) - Discrete probability distributions in Python. ❗️GPL-3.0 101 | 102 | -------------------------------------------------------------------------------- /history/2021-07-08_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - Arrow (🥇37 · ⭐ 8.1K · 📈) - Apache Arrow is a multi-language toolbox for accelerated data.. Apache-2 6 | - TF Addons (🥇33 · ⭐ 1.3K · 📈) - Useful extra functionality for TensorFlow 2.x maintained.. Apache-2 7 | - Airflow (🥇32 · ⭐ 23K · 📈) - Platform to programmatically author, schedule, and monitor.. Apache-2 8 | - jax (🥈31 · ⭐ 13K · 📈) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2 9 | - numexpr (🥈31 · ⭐ 1.6K · 📈) - Fast numerical array expression evaluator for Python, NumPy,.. MIT 10 | - TPOT (🥇29 · ⭐ 8.1K · 📈) - A Python Automated Machine Learning tool that optimizes.. ❗️LGPL-3.0 11 | - missingno (🥈29 · ⭐ 2.8K · 📈) - Missing data visualization module for Python. MIT 12 | - Texthero (🥉21 · ⭐ 2.2K · 📈) - Text preprocessing, representation and visualization from zero to.. MIT 13 | - Kashgari (🥉20 · ⭐ 2.1K · 📈) - Kashgari is a production-level NLP Transfer learning.. Apache-2 14 | - GraphEmbedding (🥉16 · ⭐ 2.1K · 💤) - Implementation and experiments of graph embedding.. MIT 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - dash (🥇33 · ⭐ 15K · 📉) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript.. MIT 21 | - jieba (🥇31 · ⭐ 27K · 💀) - Chinese Words Segmentation Utilities. MIT 22 | - pyecharts (🥈30 · ⭐ 11K · 📉) - Python Echarts Plotting Library. MIT 23 | - Tokenizers (🥈28 · ⭐ 4.7K · 📉) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2 24 | - Activeloop (🥉25 · ⭐ 3.3K · 📉) - Fastest dataset optimization and management for machine and.. MPL-2.0 25 | - Core ML Tools (🥈24 · ⭐ 2.3K · 📉) - Core ML tools contain supporting tools for Core ML model.. BSD-3 26 | - ArcGIS API (🥉24 · ⭐ 1.1K · 📉) - Documentation and samples for ArcGIS API for Python. Apache-2 27 | - pandas-ta (🥉23 · ⭐ 1.4K · 📉) - Technical Analysis Indicators - Pandas TA is an easy to use.. MIT 28 | - Recommenders (🥈21 · ⭐ 11K · 📉) - Best Practices on Recommendation Systems. MIT 29 | - explainerdashboard (🥉21 · ⭐ 570 · 📉) - Quickly build Explainable AI dashboards that show the.. MIT 30 | 31 | -------------------------------------------------------------------------------- /history/2021-07-15_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - onnx (🥇35 · ⭐ 11K · 📈) - Open standard for machine learning interoperability. Apache-2 6 | - Airflow (🥇33 · ⭐ 23K · 📈) - Platform to programmatically author, schedule, and monitor.. Apache-2 7 | - tensor2tensor (🥇33 · ⭐ 11K · 📈) - Library of deep learning models and datasets designed.. Apache-2 8 | - geopy (🥇33 · ⭐ 3.4K · 📈) - Geocoding library for Python. MIT 9 | - tensorflow-hub (🥇33 · ⭐ 2.9K · 📈) - A library for transfer learning by reusing parts of.. Apache-2 10 | - DeepSpeech (🥇30 · ⭐ 18K · 📈) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0 11 | - mtcnn (🥈26 · ⭐ 1.6K · 📈) - MTCNN face detection implementation for TensorFlow, as a PIP.. MIT 12 | - MONAI (🥈24 · ⭐ 2.1K · 📈) - AI Toolkit for Healthcare Imaging. Apache-2 13 | - EfficientNets (🥈23 · ⭐ 1.4K · 📈) - Pretrained EfficientNet, EfficientNet-Lite, MixNet,.. Apache-2 14 | - AugLy (🥉19 · ⭐ 3.6K · 🐣) - A data augmentations library for audio, image, text, and video. MIT 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - Face Recognition (🥈29 · ⭐ 41K · 📉) - The world's simplest facial recognition api for.. MIT 21 | - Datasette (🥇28 · ⭐ 5.2K · 📉) - An open source multi-tool for exploring and publishing data. Apache-2 22 | - Flax (🥉27 · ⭐ 1.9K · 📉) - Flax is a neural network library for JAX that is designed for.. Apache-2 jax 23 | - snakemake (🥈26 · ⭐ 1K · 📉) - This is the development home of the workflow management system.. MIT 24 | - Great Expectations (🥉24 · ⭐ 4.7K · 📉) - Always know what to expect from your data. Apache-2 25 | - yellowbrick (🥈24 · ⭐ 3.3K · 📉) - Visual analysis and diagnostic tools to facilitate.. Apache-2 26 | - TensorTrade (🥉23 · ⭐ 3.3K · 📉) - An open source reinforcement learning framework for.. Apache-2 27 | - jiant (🥉21 · ⭐ 1.3K · 📉) - jiant is an nlp toolkit. MIT 28 | - advertorch (🥉19 · ⭐ 890 · 💀) - A Toolbox for Adversarial Robustness Research. ❗️GPL-3.0 29 | - Caer (🥉19 · ⭐ 520 · 📉) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT 30 | 31 | -------------------------------------------------------------------------------- /history/2021-08-19_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - Beam (🥇34 · ⭐ 5K · 📈) - Unified programming model to define and execute data processing.. Apache-2 6 | - zarr (🥈28 · ⭐ 740 · 📈) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT 7 | - carla (🥈27 · ⭐ 6.4K · 📈) - Open-source simulator for autonomous driving research. MIT 8 | - jellyfish (🥈27 · ⭐ 1.5K · 📈) - a python library for doing approximate and phonetic matching of.. BSD-2 9 | - dtreeviz (🥈26 · ⭐ 1.6K · 📈) - A python library for decision tree visualization and model.. MIT 10 | - SALib (🥉26 · ⭐ 510 · 📈) - Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST,.. MIT 11 | - pandas-ta (🥉25 · ⭐ 1.5K · 📈) - Technical Analysis Indicators - Pandas TA is an easy to use.. MIT 12 | - sklearn-deap (🥉21 · ⭐ 650 · 📈) - Use evolutionary algorithms instead of gridsearch in.. MIT 13 | - scikit-tda (🥉20 · ⭐ 300 · 📈) - Topological Data Analysis for Python. MIT 14 | - Maze (🥉14 · ⭐ 160 · 🐣) - Maze Applied Reinforcement Learning Framework. ❗️Custom 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - PyTorch (🥇39 · ⭐ 50K · 📉) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3 21 | - Ray (🥇32 · ⭐ 17K · 📉) - An open source framework that provides a simple, universal API for.. Apache-2 22 | - PyFlink (🥈30 · ⭐ 17K · 📉) - Apache Flink Python API. Apache-2 23 | - TensorFlow Datasets (🥈30 · ⭐ 2.9K · 📉) - TFDS is a collection of datasets ready to use with.. Apache-2 24 | - torchaudio (🥈26 · ⭐ 1.4K · 📉) - Data manipulation and transformation for audio signal.. BSD-2 25 | - TorchServe (🥈24 · ⭐ 2K · 📉) - Model Serving on PyTorch. Apache-2 26 | - PyTorch3D (🥉22 · ⭐ 5.1K · 📉) - PyTorch3D is FAIR's library of reusable components.. ❗Unlicensed 27 | - dbnd (🥉21 · ⭐ 200 · 📉) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 28 | - Optimus (🥉18 · ⭐ 1K · 📉) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 29 | - dstack (🥉13 · ⭐ 180 · 📉) - An open-source tool to rapidly develop data applications with.. Apache-2 30 | 31 | -------------------------------------------------------------------------------- /history/2021-08-26_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - scikit-image (🥇34 · ⭐ 4.5K · 📈) - Image processing in Python. BSD-2 6 | - Airflow (🥈33 · ⭐ 23K · 📈) - Platform to programmatically author, schedule, and monitor.. Apache-2 7 | - jieba (🥇32 · ⭐ 27K · 💀) - Chinese Words Segmentation Utilities. MIT 8 | - SageMaker SDK (🥇32 · ⭐ 1.5K · 📈) - A library for training and deploying machine learning.. Apache-2 9 | - Lime (🥇30 · ⭐ 9K · 📈) - Lime: Explaining the predictions of any machine learning classifier. BSD-2 10 | - faust (🥈30 · ⭐ 5.7K · 💤) - Python Stream Processing. BSD-3 11 | - Jina (🥈29 · ⭐ 8.2K · 📈) - Cloud-native neural search framework for kind of data. Apache-2 12 | - datashader (🥈29 · ⭐ 2.6K · 📈) - Quickly and accurately render even the largest data. BSD-3 13 | - mleap (🥈29 · ⭐ 1.3K · 📈) - MLeap: Deploy ML Pipelines to Production. Apache-2 14 | - Streamlit (🥇28 · ⭐ 16K · 📈) - Streamlit The fastest way to build data apps in Python. Apache-2 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - SymPy (🥇36 · ⭐ 8.3K · 📉) - A computer algebra system written in pure Python. BSD-3 21 | - ChatterBot (🥇31 · ⭐ 11K · 📉) - ChatterBot is a machine learning, conversational dialog engine.. BSD-3 22 | - DeepSpeech (🥈25 · ⭐ 18K · 📉) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0 23 | - Sumy (🥈25 · ⭐ 2.6K · 📉) - Module for automatic summarization of text documents and HTML pages. Apache-2 24 | - fancyimpute (🥈25 · ⭐ 990 · 📉) - Multivariate imputation and matrix completion.. Apache-2 25 | - tensorrec (🥉21 · ⭐ 1.2K · 💀) - A TensorFlow recommendation algorithm and framework in.. Apache-2 26 | - Labml (🥉21 · ⭐ 700 · 📉) - Monitor deep learning model training and hardware usage from your mobile.. MIT 27 | - Studio.ml (🥉21 · ⭐ 370 · 📉) - Studio: Simplify and expedite model building process. Apache-2 28 | - finmarketpy (🥉20 · ⭐ 2.7K · 📉) - Python library for backtesting trading strategies &.. Apache-2 29 | - finetune (🥉19 · ⭐ 650 · 📉) - Scikit-learn style model finetuning for NLP. MPL-2.0 30 | 31 | -------------------------------------------------------------------------------- /history/2021-11-17_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - PyOD (🥇31 · ⭐ 5K · 📈) - A Python Toolbox for Scalable Outlier Detection (Anomaly Detection). BSD-2 6 | - einops (🥈30 · ⭐ 3.9K · 📈) - Deep learning operations reinvented (for pytorch, tensorflow, jax and.. MIT 7 | - category_encoders (🥈30 · ⭐ 1.8K · 📈) - A library of sklearn compatible categorical variable.. BSD-3 8 | - Milvus (🥇29 · ⭐ 8.8K · 📈) - An open-source vector database for embedding similarity search.. Apache-2 9 | - Cython BLIS (🥇29 · ⭐ 180 · 📈) - Fast matrix-multiplication as a self-contained Python library.. BSD-3 10 | - Core ML Tools (🥇27 · ⭐ 2.4K · 📈) - Core ML tools contain supporting tools for Core ML model.. BSD-3 11 | - accelerate (🥇25 · ⭐ 2K · 📈) - A simple way to train and use PyTorch models with multi-.. Apache-2 12 | - CausalNex (🥈24 · ⭐ 1.4K · 📈) - A Python library that helps data scientists to infer.. Apache-2 13 | - iterative-stratification (🥉22 · ⭐ 610 · 📈) - scikit-learn cross validators for iterative.. BSD-3 14 | - aim (🥉20 · ⭐ 1.7K · 📈) - Aim an easy-to-use and performant open-source experiment tracker. Apache-2 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - Matplotlib (🥇38 · ⭐ 15K · 📉) - matplotlib: plotting with Python. Python-2.0 21 | - Pillow (🥇35 · ⭐ 9.1K · 📉) - The friendly PIL fork (Python Imaging Library). ❗️PIL 22 | - DVC (🥇30 · ⭐ 8.9K · 📉) - Data Version Control | Git for Data & Models | ML Experiments.. Apache-2 23 | - folium (🥈29 · ⭐ 5.5K · 📉) - Python Data. Leaflet.js Maps. MIT 24 | - wandb client (🥈29 · ⭐ 3.5K · 📉) - A tool for visualizing and tracking your machine learning.. MIT 25 | - fairseq (🥈27 · ⭐ 15K · 📉) - Facebook AI Research Sequence-to-Sequence Toolkit written in.. MIT 26 | - Sonnet (🥉27 · ⭐ 9.1K · 📉) - TensorFlow-based neural network library. Apache-2 27 | - detectron2 (🥈26 · ⭐ 19K · 📉) - Detectron2 is FAIR's next-generation platform for object.. Apache-2 28 | - neon (🥉19 · ⭐ 3.9K · 💀) - Intel Nervana reference deep learning framework committed to best.. Apache-2 29 | - Feature Engine (🥉16 · ⭐ 5 · 📉) - Feature engineering package with sklearn like functionality. BSD-3 30 | 31 | ## ➕ Added Projects 32 | 33 | _Projects that were recently added to this best-of list._ 34 | 35 | - TSFEL (🥉20 · ⭐ 310 · ➕) - An intuitive library to extract features from time series. BSD-3 36 | - whylogs (🥉18 · ⭐ 610 · ➕) - Open standard for end-to-end data and ML monitoring for any scale.. Apache-2 37 | 38 | -------------------------------------------------------------------------------- /history/2021-12-02_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - numexpr (🥈32 · ⭐ 1.7K · 📈) - Fast numerical array expression evaluator for Python, NumPy,.. MIT 6 | - Graphviz (🥈32 · ⭐ 1.1K · 📈) - Simple Python interface for Graphviz. MIT 7 | - ta (🥇29 · ⭐ 2.6K · 📈) - Technical Analysis Library using Pandas and Numpy. MIT 8 | - pygal (🥇28 · ⭐ 2.4K · 📈) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0 9 | - PML (🥇27 · ⭐ 3.9K · 📈) - The easiest way to use deep metric learning in your application... MIT 10 | - aim (🥉22 · ⭐ 1.8K · 📈) - Aim an easy-to-use and performant open-source experiment tracker. Apache-2 11 | - Pywick (🥉20 · ⭐ 360 · 📈) - High-level batteries-included neural network training library for.. MIT 12 | - River (🥉19 · ⭐ 2.9K · 📈) - Online machine learning in Python. BSD-3 13 | - Case Recommender (🥉19 · ⭐ 370 · 📈) - Case Recommender: A Flexible and Extensible Python.. MIT 14 | - featurewiz (🥉19 · ⭐ 90 · 📈) - Use advanced feature engineering strategies and select best.. Apache-2 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - Tensorflow (🥇37 · ⭐ 160K · 📉) - An Open Source Machine Learning Framework for Everyone. Apache-2 21 | - tesserocr (🥈26 · ⭐ 1.6K · 📉) - A Python wrapper for the tesseract-ocr API. MIT 22 | - HyperTools (🥉23 · ⭐ 1.7K · 📉) - A Python toolbox for gaining geometric insights into high-.. MIT 23 | - torchdiffeq (🥈22 · ⭐ 3.8K · 📉) - Differentiable ODE solvers with full GPU support and.. MIT 24 | - scikit-opt (🥈22 · ⭐ 2.7K · 📉) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT 25 | - tinytag (🥉22 · ⭐ 490 · 📉) - Read music meta data and length of MP3, OGG, OPUS, MP4, M4A, FLAC, WMA.. MIT 26 | - AmpliGraph (🥉20 · ⭐ 1.6K · 💤) - Python library for Representation Learning on Knowledge.. Apache-2 27 | - keract (🥉20 · ⭐ 940 · 📉) - Layers Outputs and Gradients in Keras. Made easy. MIT 28 | - NearPy (🥉19 · ⭐ 690 · 💀) - Python framework for fast (approximated) nearest neighbour search in.. MIT 29 | - Submit it (🥉17 · ⭐ 510 · 📉) - Python 3.6+ toolbox for submitting jobs to Slurm. MIT 30 | 31 | -------------------------------------------------------------------------------- /history/2021-12-09_changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - Ray (🥇33 · ⭐ 18K · 📈) - An open source framework that provides a simple, universal API for.. Apache-2 6 | - rq (🥇33 · ⭐ 8K · 📈) - Simple job queues for Python. BSD-3 7 | - Graphviz (🥇33 · ⭐ 1.1K · 📈) - Simple Python interface for Graphviz. MIT 8 | - datasketch (🥉27 · ⭐ 1.6K · 📈) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT 9 | - ogb (🥈25 · ⭐ 1.2K · 📈) - Benchmark datasets, data loaders, and evaluators for graph machine learning. 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Apache-2 30 | 31 | -------------------------------------------------------------------------------- /latest-changes.md: -------------------------------------------------------------------------------- 1 | ## 📈 Trending Up 2 | 3 | _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ 4 | 5 | - Ray (🥇33 · ⭐ 18K · 📈) - An open source framework that provides a simple, universal API for.. Apache-2 6 | - rq (🥇33 · ⭐ 8K · 📈) - Simple job queues for Python. BSD-3 7 | - Graphviz (🥇33 · ⭐ 1.1K · 📈) - Simple Python interface for Graphviz. MIT 8 | - datasketch (🥉27 · ⭐ 1.6K · 📈) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT 9 | - ogb (🥈25 · ⭐ 1.2K · 📈) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT 10 | - TF Recommenders (🥈25 · ⭐ 1.1K · 📈) - TensorFlow Recommenders is a library for building.. Apache-2 11 | - pythreejs (🥉25 · ⭐ 770 · 📈) - A Jupyter - Three.js bridge. BSD-3 12 | - Auto ViML (🥉20 · ⭐ 310 · 📈) - Automatically Build Multiple ML Models with a Single Line of.. Apache-2 13 | - ipyexperiments (🥉16 · ⭐ 140 · 📈) - jupyter/ipython experiment containers for GPU and.. Apache-2 14 | - Lea (🥉12 · 📈) - Discrete probability distributions in Python. ❗️GPL-3.0 15 | 16 | ## 📉 Trending Down 17 | 18 | _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ 19 | 20 | - scipy (🥇41 · ⭐ 8.9K · 📉) - Ecosystem of open-source software for mathematics, science, and.. BSD-3 21 | - Celery (🥇39 · ⭐ 18K · 📉) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 22 | - Arrow (🥇36 · ⭐ 8.8K · 📉) - Apache Arrow is a multi-language toolbox for accelerated data.. Apache-2 23 | - shap (🥇35 · ⭐ 15K · 📉) - A game theoretic approach to explain the output of any machine learning.. MIT 24 | - Pillow (🥇34 · ⭐ 9.2K · 📉) - The friendly PIL fork (Python Imaging Library). ❗️PIL 25 | - luigi (🥇33 · ⭐ 15K · 📉) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2 26 | - MXNet (🥈32 · ⭐ 20K · 📉) - Lightweight, Portable, Flexible Distributed/Mobile Deep.. Apache-2 27 | - dash (🥈32 · ⭐ 16K · 📉) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript.. MIT 28 | - pyproj (🥈28 · ⭐ 690 · 📉) - Python interface to PROJ (cartographic projections and coordinate.. MIT 29 | - Kedro (🥈26 · ⭐ 4.7K · 📉) - A Python framework for creating reproducible, maintainable and.. Apache-2 30 | 31 | --------------------------------------------------------------------------------