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# Contributor Covenant Code of Conduct
## Our Pledge
In the interest of fostering an open and welcoming environment, we as
contributors and maintainers pledge to making participation in our project and
our community a harassment-free experience for everyone, regardless of age, body
size, disability, ethnicity, sex characteristics, gender identity and expression,
level of experience, education, socio-economic status, nationality, personal
appearance, race, religion, or sexual identity and orientation.
## Our Standards
Examples of behavior that contributes to creating a positive environment
include:
* Using welcoming and inclusive language
* Being respectful of differing viewpoints and experiences
* Gracefully accepting constructive criticism
* Focusing on what is best for the community
* Showing empathy towards other community members
Examples of unacceptable behavior by participants include:
* The use of sexualized language or imagery and unwelcome sexual attention or
advances
* Trolling, insulting/derogatory comments, and personal or political attacks
* Public or private harassment
* Publishing others' private information, such as a physical or electronic
address, without explicit permission
* Other conduct which could reasonably be considered inappropriate in a
professional setting
## Our Responsibilities
Project maintainers are responsible for clarifying the standards of acceptable
behavior and are expected to take appropriate and fair corrective action in
response to any instances of unacceptable behavior.
Project maintainers have the right and responsibility to remove, edit, or
reject comments, commits, code, wiki edits, issues, and other contributions
that are not aligned to this Code of Conduct, or to ban temporarily or
permanently any contributor for other behaviors that they deem inappropriate,
threatening, offensive, or harmful.
## Scope
This Code of Conduct applies both within project spaces and in public spaces
when an individual is representing the project or its community. Examples of
representing a project or community include using an official project e-mail
address, posting via an official social media account, or acting as an appointed
representative at an online or offline event. Representation of a project may be
further defined and clarified by project maintainers.
## Enforcement
Instances of abusive, harassing, or otherwise unacceptable behavior may be
reported by contacting the project team at team@mltooling.org. All
complaints will be reviewed and investigated and will result in a response that
is deemed necessary and appropriate to the circumstances. The project team is
obligated to maintain confidentiality with regard to the reporter of an incident.
Further details of specific enforcement policies may be posted separately.
Project maintainers who do not follow or enforce the Code of Conduct in good
faith may face temporary or permanent repercussions as determined by other
members of the project's leadership.
## Attribution
This Code of Conduct is adapted from the [Contributor Covenant][homepage], version 1.4,
available at https://www.contributor-covenant.org/version/1/4/code-of-conduct.html
[homepage]: https://www.contributor-covenant.org
For answers to common questions about this code of conduct, see
https://www.contributor-covenant.org/faq

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---
name: "📦 Suggest a project"
about: "Do you like to suggest a project that hasn't been added to this best-of list yet?"
title: 'Add project: '
labels: 'add-project'
assignees: ''
---
<!--
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.md, and the issue list.
-->
**Project details:**
<!-- Please fill out as much of the following information as possible. -->
- Project Name:
- Github URL:
- Category: <!-- Choose one of the existing categories from the README.md or projects.yaml file -->
- License:
- Package Managers: <!-- Add the IDs for every package manager that the project is available on (e.g. npm, pypi, conda, dockerhub, maven, apt, ...). For example: pypi:tensorflow conda:conda-forge/tensorflow dockerhub:tensorflow/tensorflow -->
**Additional context:**
<!-- Optional. Add any other context or additional information about the project. -->

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---
name: "✏️ Update a project"
about: Do you have changes for a project, e.g. missing package manager, wrong license or category?
title: 'Update project: '
labels: 'update-project'
assignees: ''
---
**Update details:**
<!---
Please state the project name that this update is referring to and list all information or metadata that needs to be changed, added or removed. This might include the license, package managers, github url, description, and any other available property.
-->
- Project Name:
<!--- State all information that needs to be updated. -->
**Additional context:**
<!-- Add any other context or additional information about why this change is important. -->

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---
name: "🏷 Add or update a category"
about: Do you like to suggest a new project category or update an existing one?
title: ''
labels: 'category'
assignees: ''
---
<!--
Please select either to add or to update a category. Tick of with: [] -> [x]
-->
- [ ] Add category
- [ ] Update category: <!-- Category Name or ID -->
**Category details:**
<!---
Please state the category details that should be added or changed.
-->
- Category Title:
- Category Subtitle:
**Additional context:**
<!-- Add any other context or additional information about why this change or addition is important. -->

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---
name: "⚙️ Change configuration"
about: Do you have a suggestion for changing the configuration, e.g. allow additional licenses or adjust minimal stars?
title: ''
labels: 'configuration'
assignees: ''
---
**Configuration Change:**
<!-- Describe your suggested configuration change. -->

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---
name: "\U0001F4AC Anything else?"
about: For questions or suggestions regarding the metadata collection or markdown generation, please refer to the best-of-lists/best-of-generator repository.
title: ''
labels: 'question'
assignees: ''
---
<!--
For questions or suggestions regarding the project metadata collection or markdown generation, please refer to the best-of-generator repository: https://github.com/best-of-lists/best-of-generator
-->
**Describe the issue:**
<!-- Describe your issue, but please be descriptive! Include screenshots, logs, code or other info to help explain your problem -->

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**What kind of change does this PR introduce?**
<!-- (Update "[ ]" to "[x]" to check a box) -->
- [ ] Add a project
- [ ] Update a project
- [ ] Remove a project
- [ ] Add or update a category
- [ ] Change configuration
- [ ] Documentation
- [ ] Other, please describe:
**Description:**
<!--- Use this section to describe your changes. We recommend only to add, update, or remove one project per pull request. If your PR adds a new project, just put the project name and a short description of the project here.-->
**Checklist:**
<!--- Before you submit the PR, go over this checklist and make sure you can
tick off all the boxes. [] -> [x] -->
- [ ] I have read the [CONTRIBUTING](https://github.com/best-of-lists/best-of/blob/main/CONTRIBUTING.md) guidelines.
- [ ] 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.

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- name: add-project
color: a2eeef
description: "Add new project to best-of list"
- name: update-project
color: a2eeef
description: "Update a project on the best-of list"
- name: category
color: a2eeef
description: "Add or update a category to the best-of list"
- name: configuration
color: a2eeef
description: "Issue refers to the best-of list configuration"
- name: generation
color: a2eeef
description: "Issue refers to the best-of markdown generation"
- name: collection
color: a2eeef
description: "Issue refers to the project metadata collection"
- name: question
color: a2eeef
description: "Further information is requested"
- name: documentation
color: a2eeef
description: "Changes to documentation"
- name: bug
color: d73a4a
description: "Something isn't working"
- name: "good first issue"
color: 98FF98
description: "Good for newcomers"
- name: "help wanted"
color: 98FF98
description: "Extra attention is needed"
- name: invalid
color: cfd3d7
description: "This doesn't seem right"
- name: duplicate
color: cfd3d7
description: "This issue or pull request already exists"
- name: "further input needed"
color: cfd3d7
description: "Not enough detail is provided by the creator"

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# Based on https://github.com/best-of-lists/best-of/blob/main/.github/workflows/setup-best-of-list.yml
name: setup-best-of-list
on:
workflow_dispatch:
env:
DEFAULT_BRANCH: "main"
SETUP_BRANCH: "setup"
PLACEHOLDER_REPO: "best-of-lists/best-of-template"
jobs:
setup-best-of-list:
runs-on: ubuntu-latest
steps:
- name: create-update-branch
uses: peterjgrainger/action-create-branch@v2.0.1
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
with:
branch: ${{ env.SETUP_BRANCH }}
- uses: actions/checkout@v2
with:
fetch-depth: 0
ref: ${{ env.SETUP_BRANCH }}
token: ${{ secrets.GITHUB_TOKEN }}
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
- name: setup-template
shell: bash
run: |
echo $GITHUB_REPOSITORY
rm -rf history config latest-changes.md README.md projects.yaml ./.github/workflows/setup-best-of-list.yml CONTRIBUTING.md create-best-of-list.md
mkdir -p ./config
cp ./template/footer.md ./config/footer.md
cp ./template/header.md ./config/header.md
cp ./template/projects.yaml ./projects.yaml
cp ./template/CONTRIBUTING.md ./CONTRIBUTING.md
rm -rf ./template/
sed -i 's:${{ env.PLACEHOLDER_REPO }}:'$GITHUB_REPOSITORY':g' ./config/footer.md
sed -i 's:${{ env.PLACEHOLDER_REPO }}:'$GITHUB_REPOSITORY':g' ./config/header.md
sed -i 's:${{ env.PLACEHOLDER_REPO }}:'$GITHUB_REPOSITORY':g' ./CONTRIBUTING.md
sed -i 's:'$(echo "${{ env.PLACEHOLDER_REPO }}" | sed "s:.*/::")':'$(echo "$GITHUB_REPOSITORY" | sed "s:.*/::")':g' ./config/header.md
- name: push-update
uses: stefanzweifel/git-auto-commit-action@v4
with:
branch: ${{ env.SETUP_BRANCH }}
commit_user_name: best-of setup
commit_user_email: actions@github.com
commit_message: Initial setup for best-of list
skip_dirty_check: true
commit_options: "--allow-empty"
- name: create-pull-request
shell: bash
run: |
# Stops script execution if a command has an error
set -e
curl -fsSL https://github.com/github/hub/raw/master/script/get | bash -s 2.14.2
bin/hub pull-request -b ${{ env.DEFAULT_BRANCH }} -h ${{ env.SETUP_BRANCH }} --no-edit -m "Initial setup for best-of list" -m "To finish this setup: Select <code>Merge pull request</code> below and <code>Confirm merge</code>." || true
rm bin/hub
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
- name: sync-labels
# Alternative actions:
# https://github.com/crazy-max/ghaction-github-labeler
# https://github.com/EndBug/label-sync
uses: micnncim/action-label-syncer@v1
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
with:
manifest: ".github/labels.yml"
prune: true

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# Based on https://github.com/best-of-lists/best-of-update-action/blob/v0.5.2/workflows/update-best-of-list.yml
name: update-best-of-list
on:
workflow_dispatch:
inputs:
version:
description: "Version to use for this update"
required: false
schedule:
- cron: "0 18 * * 4" # Every thursday at 6pm
env:
BRANCH_PREFIX: "update/"
DEFAULT_BRANCH: "main"
jobs:
update-best-of-list:
runs-on: ubuntu-latest
steps:
- if: ${{ github.event.inputs != null && github.event.inputs.version != null }}
name: set-version-from-input
run: echo "VERSION=${{ github.event.inputs.version }}" >> $GITHUB_ENV
- if: ${{ ! (env.VERSION != null && env.VERSION != '') }}
name: set-version-via-date
run: echo "VERSION=$(date '+%Y.%m.%d')" >> $GITHUB_ENV
- uses: actions/checkout@v2
- name: check-version-tag
shell: bash
run: |
git fetch --tags --force
git show-ref --tags --verify --quiet -- "refs/tags/${{ env.VERSION }}" && echo "VERSION=$(date '+%Y.%m.%d-%H.%M')" >> $GITHUB_ENV || exit 0
- name: create-update-branch
uses: peterjgrainger/action-create-branch@v2.0.1
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
with:
branch: "${{ env.BRANCH_PREFIX }}${{ env.VERSION }}"
- uses: actions/checkout@v2
with:
fetch-depth: 0
ref: ${{ env.BRANCH_PREFIX }}${{ env.VERSION }}
token: ${{ secrets.GITHUB_TOKEN }}
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
- name: update-best-of-list
uses: best-of-lists/best-of-update-action@v0.5.2
with:
libraries_key: ${{ secrets.LIBRARIES_KEY }}
github_key: ${{ secrets.GITHUB_TOKEN }}
- name: push-update
uses: stefanzweifel/git-auto-commit-action@v4
with:
branch: ${{ env.BRANCH_PREFIX }}${{ env.VERSION }}
commit_user_name: best-of update
commit_user_email: actions@github.com
commit_message: Update best-of list for version ${{ env.VERSION }}
tagging_message: ${{ env.VERSION }}
skip_dirty_check: true
commit_options: "--allow-empty"
- name: create-pull-request
shell: bash
run: |
# Stops script execution if a command has an error
set -e
curl -fsSL https://github.com/github/hub/raw/master/script/get | bash -s 2.14.2
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 <code>Merge pull request</code> below and <code>Confirm merge</code>. Also, make sure to publish the created draft release in the [releases section](../releases) as well." || true
rm bin/hub
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
- name: create-release
uses: actions/create-release@v1
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
with:
tag_name: ${{ env.VERSION }}
release_name: "Update: ${{ env.VERSION }}"
body_path: "latest-changes.md"
draft: true
prerelease: false

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# IntelliJ
target/
.idea/
*.iml
# Sublime
*.sublime-workspace
# Eclipse
.settings
# VS Code
.project
.classpath
.vscode/*
# Ignore all local history of files
**/.history
# Java
*.class
target/
# C
*.so
# Python
*.pyc
*.egg-info
__pycache__
.ipynb_checkpoints
.Python
dist/
.python-version
.installed.cfg
*.egg
reqlib-metadata
.mypy_cache/
.venv
venv/
build/
# Byte-compiled / optimized / DLL files
*.pyc
__pycache__/
*.py[cod]
*$py.class
# Unit test / coverage reports
htmlcov/
.tox/
.nox/
.coverage
.coverage.*
.cache
nosetests.xml
coverage.xml
*,cover
.hypothesis/
.pytest_cache/
# NPM / Node / JavaScript
.npm
node_modules/
jspm_packages/
# Runtime data
pids
*.pid
*.seed
*.pid.lock
# Logs
logs
*.log
npm-debug.log*
yarn-debug.log*
yarn-error.log*
lerna-debug.log*
# vim temporary files
*~
.*.sw?
# Other Artifacts
hs_err_pid*
*.log
*.swp
*.swo
temp/*
.DS_Store

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<!-- markdownlint-disable MD024 -->
# Contribution Guidelines
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.
## Table of contents
1. [Add a project](#add-a-project)
2. [Update a project](#update-a-project)
3. [Improve metadata collection](#improve-metadata-collection)
4. [Improve markdown generation](#improve-markdown-generation)
5. [Create your own best-of list](#improve-markdown-generation)
6. [Code of conduct](#code-of-conduct)
## Add a project
If you like to suggest or add a project, choose one of the following ways:
- Suggest a project by opening an issue: Please use the suggest project template from the [issue page](https://github.com/best-of-lists/best-of/issues/new/choose) and fill in the requested information.
- Add a project by modifying the [projects.yaml](https://github.com/best-of-lists/best-of/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/best-of-lists/best-of/edit/main/projects.yaml).
Before opening an issue or pull request, please ensure that you adhere to the following guidelines:
- 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.
- 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:
```yaml
- name: Tensorflow
github_id: tensorflow/tensorflow
pypi_id: tensorflow
conda_id: tensorflow
labels: ["tensorflow"]
category: ml-frameworks
```
- Please create an individual issue or pull request for each project.
- Please use the following title format for the issue or pull request: `Add project: project-name`.
- If a project doesn't fit 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/best-of-lists/best-of/issues/new/choose).
## Update a project
If you like to suggest or contribute a project update, choose one of the following ways:
- Suggest a project update by opening an issue: Please use the update project template from the [issue page](https://github.com/best-of-lists/best-of/issues/new/choose) and fill in the requested information.
- Update a project by modifying the [projects.yaml](https://github.com/best-of-lists/best-of/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/best-of-lists/best-of/edit/main/projects.yaml).
Before opening an issue or pull request, please ensure that you adhere to the following guidelines:
- 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.
- Please create an individual issue or pull request for each project.
- Please use the following title format for the issue or pull request: `Update project: project-name`.
## Project properties
<table>
<tr>
<th>Property</th>
<th>Description</th>
</tr>
<tr>
<td><code>name</code></td>
<td>Name of the project. This name is required to be unique on the best-of list.</td>
</tr>
<tr>
<td><code>github_id</code></td>
<td>GitHub ID of the project based on user or organization and the repository name, e.g. <code>best-of-lists/best-of-generator</code>.</td>
</tr>
<tr>
<td colspan="2"><b>Optional Properties:</b></td>
</tr>
<tr>
<td><code>category</code></td>
<td>Category that this project is most related to. You can find all available category IDs in the <code>projects.yaml</code> file. The project will be sorted into the <code>Others</code> category if no category is provided.</td>
</tr>
<tr>
<td><code>labels</code></td>
<td>List of labels that this project is related to. You can find all available label IDs in the <code>projects.yaml</code> file.</td>
</tr>
<tr>
<td colspan="2"><b>Supported Package Managers:</b></td>
</tr>
<tr>
<td><code>pypi_id</code></td>
<td>Project ID on the python package index (<a href="https://pypi.org">PyPi</a>).</td>
</tr>
<tr>
<td><code>conda_id</code></td>
<td>Project ID on the <a href="https://anaconda.org">conda package manager</a>. If the main package is provided on a different channel, prefix the ID with the given channel: e.g. <code>conda-forge/tensorflow</code></td>
</tr>
<tr>
<td><code>npm_id</code></td>
<td>Project ID on the Node package manager (<a href="https://www.npmjs.com">npm</a>).</td>
</tr>
<tr>
<td><code>dockerhub_id</code></td>
<td>Project ID on the <a href="https://hub.docker.com">Dockerhub container registry</a>. </td>
</tr>
<tr>
<td><code>maven_id</code></td>
<td>Artifact ID on <a href="https://mvnrepository.com">Maven central</a>, e.g. <code>org.apache.flink:flink-core</code>. </td>
</tr>
</table>
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.
## Improve metadata collection
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.
## Improve markdown generation
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.
## Create your own best-of list
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.
## Code of Conduct
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.

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<!-- markdownlint-disable -->
<h1 align="center">
best-of
<br>
</h1>
<p align="center">
<strong>🏆&nbsp; Discover best-of lists with awesome open-source projects on all kinds of topics.</strong>
</p>
<p align="center">
<a href="https://best-of.org" title="Best-of Badge"><img src="http://bit.ly/3o3EHNN"></a>
<a href="#Contents" title="Project Count"><img src="https://img.shields.io/badge/projects-2-blue.svg?color=5ac4bf"></a>
<a href="#Contribution" title="Contributions are welcome"><img src="https://img.shields.io/badge/contributions-welcome-green.svg"></a>
<a href="https://github.com/best-of-lists/best-of/releases" title="Best-of Updates"><img src="https://img.shields.io/github/release-date/best-of-lists/best-of?color=green&label=updated"></a>
<a href="https://bestoflists.substack.com/subscribe" title="Subscribe for updates"><img src="http://bit.ly/2Md9rxM"></a>
<a href="https://twitter.com/best_of_lists" title="Best-of on Twitter"><img src="https://img.shields.io/twitter/follow/best_of_lists.svg?style=social&label=Follow"></a>
</p>
This curated list contains 2 best-of lists with a total of 52 stars grouped into 2 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/best-of-lists/best-of/issues/new/choose), submit a [pull request](https://github.com/best-of-lists/best-of/pulls), or directly edit the [projects.yaml](https://github.com/best-of-lists/best-of/edit/main/projects.yaml). Contributions are very welcome!
> 🧙‍♂️ Create your own best-of list in just 3 minutes with [this guide](https://github.com/best-of-lists/best-of/blob/main/create-best-of-list.md).
## Contents
- [Machine Learning & Data Engineering](#machine-learning--data-engineering) _2 projects_
- [Web Development](#web-development) _0 projects_
## Explanation
- 🥇🥈🥉&nbsp; Combined project-quality score
- ⭐️&nbsp; Star count from GitHub
- 🐣&nbsp; New project _(less than 6 months old)_
- 💤&nbsp; Inactive project _(6 months no activity)_
- 💀&nbsp; Dead project _(12 months no activity)_
- 📈📉&nbsp; Project is trending up or down
- ➕&nbsp; Project was recently added
- 👨‍💻&nbsp; Contributors count from GitHub
- 🔀&nbsp; Fork count from GitHub
- 📋&nbsp; Issue count from GitHub
- ⏱️&nbsp; Last update timestamp on package manager
- 📥&nbsp; Download count from package manager
- 📦&nbsp; Number of dependent projects
- <img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13">&nbsp; Best-of list with Python projects
<br>
## Machine Learning & Data Engineering
<a href="#contents"><img align="right" width="15" height="15" src="https://bit.ly/382Vmvi" alt="Back to top"></a>
_Best-of lists about machine learning, data engieering, data science, or other topics related to big data._
<details><summary><b><a href="https://github.com/ml-tooling/best-of-ml-python">best-of-ml-python</a></b> (🥇8 · ⭐ 42 · 🐣) - A ranked list of awesome machine learning python libraries... <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>
- [GitHub](https://github.com/ml-tooling/best-of-ml-python) (👨‍💻 1 · 🔀 1 · 📋 5 - 20% open · ⏱️ 05.01.2021):
```
git clone https://github.com/ml-tooling/best-of-ml-python
```
</details>
<details><summary><b><a href="https://github.com/ml-tooling/best-of-jupyter">best-of-jupyter</a></b> (🥇8 · ⭐ 10 · 📈) - A ranked list of awesome Jupyter Notebook, Hub and Lab projects.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>
- [GitHub](https://github.com/ml-tooling/best-of-jupyter) (⏱️ 05.01.2021):
```
git clone https://github.com/ml-tooling/best-of-jupyter
```
</details>
<br>
## Web Development
<a href="#contents"><img align="right" width="15" height="15" src="https://bit.ly/382Vmvi" alt="Back to top"></a>
_Best-of lists about react, vue, angular, html5, css, or other topics related to web development._
---
## Related Resources
- [**Awesome**](https://github.com/sindresorhus/awesome): Awesome lists about all kinds of interesting topics
## Contribution
Contributions are encouraged and always welcome! If you like to add or update projects, choose one of the following ways:
- Open an issue by selecting one of the provided categories from the [issue page](https://github.com/best-of-lists/best-of/issues/new/choose) and fill in the requested information.
- Modify the [projects.yaml](https://github.com/best-of-lists/best-of/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/best-of-lists/best-of/edit/main/projects.yaml).
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).
For more information on how to add or update projects, please read the [contribution guidelines](https://github.com/best-of-lists/best-of/blob/main/CONTRIBUTING.md). By participating in this project, you agree to abide by its [Code of Conduct](https://github.com/best-of-lists/best-of/blob/main/.github/CODE_OF_CONDUCT.md).
## License
[![CC0](https://mirrors.creativecommons.org/presskit/buttons/88x31/svg/by-sa.svg)](https://creativecommons.org/licenses/by-sa/4.0/)

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---
## Related Resources
- [**Awesome**](https://github.com/sindresorhus/awesome): Awesome lists about all kinds of interesting topics
## Contribution
Contributions are encouraged and always welcome! If you like to add or update projects, choose one of the following ways:
- Open an issue by selecting one of the provided categories from the [issue page](https://github.com/best-of-lists/best-of/issues/new/choose) and fill in the requested information.
- Modify the [projects.yaml](https://github.com/best-of-lists/best-of/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/best-of-lists/best-of/edit/main/projects.yaml).
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).
For more information on how to add or update projects, please read the [contribution guidelines](https://github.com/best-of-lists/best-of/blob/main/CONTRIBUTING.md). By participating in this project, you agree to abide by its [Code of Conduct](https://github.com/best-of-lists/best-of/blob/main/.github/CODE_OF_CONDUCT.md).
## License
[![CC0](https://mirrors.creativecommons.org/presskit/buttons/88x31/svg/by-sa.svg)](https://creativecommons.org/licenses/by-sa/4.0/)

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<!-- markdownlint-disable -->
<h1 align="center">
best-of
<br>
</h1>
<p align="center">
<strong>🏆&nbsp; Discover best-of lists with awesome open-source projects on all kinds of topics.</strong>
</p>
<p align="center">
<a href="https://best-of.org" title="Best-of Badge"><img src="http://bit.ly/3o3EHNN"></a>
<a href="#Contents" title="Project Count"><img src="https://img.shields.io/badge/projects-{project_count}-blue.svg?color=5ac4bf"></a>
<a href="#Contribution" title="Contributions are welcome"><img src="https://img.shields.io/badge/contributions-welcome-green.svg"></a>
<a href="https://github.com/best-of-lists/best-of/releases" title="Best-of Updates"><img src="https://img.shields.io/github/release-date/best-of-lists/best-of?color=green&label=updated"></a>
<a href="https://bestoflists.substack.com/subscribe" title="Subscribe for updates"><img src="http://bit.ly/2Md9rxM"></a>
<a href="https://twitter.com/best_of_lists" title="Best-of on Twitter"><img src="https://img.shields.io/twitter/follow/best_of_lists.svg?style=social&label=Follow"></a>
</p>
This curated list contains {project_count} best-of lists 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/best-of-lists/best-of/issues/new/choose), submit a [pull request](https://github.com/best-of-lists/best-of/pulls), or directly edit the [projects.yaml](https://github.com/best-of-lists/best-of/edit/main/projects.yaml). Contributions are very welcome!
> 🧙‍♂️ Create your own best-of list in just 3 minutes with [this guide](https://github.com/best-of-lists/best-of/blob/main/create-best-of-list.md).

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# Create your own best-of list
Welcome ❤️ It is awesome that you want to create your own best-of list! It will only take around 3-4 minutes to get you started ⏱️
1. **Create a new repository based on the [best-of template](https://github.com/best-of-lists/best-of/generate)**.
<details>
<summary>Screenshots (click to show...)</summary>
![](./template/docs/images/1-use-template-repo-framed.png)
![](./template/docs/images/2-create-new-repo-framed.png)
</details>
2. **Run the `setup-best-of-list` workflow**: `Actions` -> `setup-best-of-list` -> `Run workflow`
<details>
<summary>Screenshots (click to show...)</summary>
![](./template/docs/images/3-run-setup-workflow-framed.png)
</details>
3. **Select and merge the setup pull request**: After about one minute, a pull request should appear in the `Pull requests` section -> Select the `Initial setup for best-of list` pull request -> Select `Merge Pull Request` -> `Confirm Merge`
<details>
<summary>Screenshots (click to show...)</summary>
![](./template/docs/images/4-select-setup-pr-framed.png)
![](./template/docs/images/5-merge-setup-pr-framed.png)
</details>
4. **Run the `update-best-of-list` workflow**: `Actions` -> `update-best-of-list` -> `Run workflow` (you don't have to provide a version as input). The workflow will probably run for 2-3 minutes. Once it is finished, another pull request is created with the generated `README.md`. Merge the pull request and publish the draft release as instructed in the PR.
<details>
<summary>Screenshots (click to show...)</summary>
![](./template/docs/images/6-run-update-workflow-framed.png)
![](./template/docs/images/7-merge-update-pr-framed.png)
</details>
Congrats 🎉 You have created your own best-of list. Now you just need to fill it with some awesome projects by adding them to the `projects.yaml` as described in the [documentation](https://github.com/best-of-lists/best-of-generator#projects). After you added a few projects, you can either just manually rerun the `update-best-of-list` workflow to update the markdown page or wait for a few days until the scheduled action is run automatically. Keep in mind that the automated workflow also creates PRs for every update which you still need to merge manually. You can also start adapting the header and footer templates in `config/header.md` and `config/footer.md` to customize your list.
For more information on the `projects.yaml`, project properties or configuration, please refer to the [best-of-generator documentation](https://github.com/best-of-lists/best-of-generator#documentation).

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,name,github_id,labels,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,fork_count,open_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,description,projectrank,contributor_count,show,projectrank_placing
0,best-of-ml-python,ml-tooling/best-of-ml-python,['python'],big-data,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36+00:00,2020-12-17 21:20:37+00:00,2020-12-17 20:36:50+00:00,1,1,35,2020-12-17 21:27:24+00:00,2020.12.17-test.2,4,A ranked list of awesome machine learning python libraries. Updated weekly.,9,1,True,1
1 name github_id labels category github_url homepage license created_at updated_at last_commit_pushed_at fork_count open_issue_count star_count latest_stable_release_published_at latest_stable_release_number release_count description projectrank contributor_count show projectrank_placing
2 0 best-of-ml-python ml-tooling/best-of-ml-python ['python'] big-data https://github.com/ml-tooling/best-of-ml-python https://github.com/ml-tooling/best-of-ml-python CC-BY-SA-4.0 2020-11-29 19:41:36+00:00 2020-12-17 21:20:37+00:00 2020-12-17 20:36:50+00:00 1 1 35 2020-12-17 21:27:24+00:00 2020.12.17-test.2 4 A ranked list of awesome machine learning python libraries. Updated weekly. 9 1 True 1

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Nothing changed from last update.

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@ -0,0 +1,2 @@
,name,github_id,labels,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,fork_count,open_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,description,projectrank,contributor_count,show,projectrank_placing
0,best-of-ml-python,ml-tooling/best-of-ml-python,['python'],big-data,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36,2020-12-31 18:37:36,2020-12-28 10:56:52,1,1,39,2020-12-28 01:48:56,2020.12.28,7,A ranked list of awesome machine learning python libraries. Updated weekly.,9,1,True,1
1 name github_id labels category github_url homepage license created_at updated_at last_commit_pushed_at fork_count open_issue_count star_count latest_stable_release_published_at latest_stable_release_number release_count description projectrank contributor_count show projectrank_placing
2 0 best-of-ml-python ml-tooling/best-of-ml-python ['python'] big-data https://github.com/ml-tooling/best-of-ml-python https://github.com/ml-tooling/best-of-ml-python CC-BY-SA-4.0 2020-11-29 19:41:36 2020-12-31 18:37:36 2020-12-28 10:56:52 1 1 39 2020-12-28 01:48:56 2020.12.28 7 A ranked list of awesome machine learning python libraries. Updated weekly. 9 1 True 1

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Nothing changed from last update.

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,name,github_id,labels,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,fork_count,open_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,description,projectrank,contributor_count,show,projectrank_placing
0,best-of-ml-python,ml-tooling/best-of-ml-python,['python'],big-data,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36,2021-01-01 23:14:34,2021-01-01 23:14:25,1.0,1.0,41,2021-01-01 13:09:20,2021.01.01,8,A ranked list of awesome machine learning python libraries. Updated weekly.,8,1.0,True,1
1,best-of-jupyter,ml-tooling/best-of-jupyter,['python'],big-data,https://github.com/ml-tooling/best-of-jupyter,https://github.com/ml-tooling/best-of-jupyter,CC-BY-SA-4.0,2021-01-01 22:25:48,2021-01-01 23:07:44,2021-01-01 23:07:38,,,1,2021-01-01 22:59:28,2021.01.01,1,"A ranked list of awesome Jupyter Notebook, Hub and Lab projects (extensions, kernels, tools). Updated weekly.",6,,True,3
1 name github_id labels category github_url homepage license created_at updated_at last_commit_pushed_at fork_count open_issue_count star_count latest_stable_release_published_at latest_stable_release_number release_count description projectrank contributor_count show projectrank_placing
2 0 best-of-ml-python ml-tooling/best-of-ml-python ['python'] big-data https://github.com/ml-tooling/best-of-ml-python https://github.com/ml-tooling/best-of-ml-python CC-BY-SA-4.0 2020-11-29 19:41:36 2021-01-01 23:14:34 2021-01-01 23:14:25 1.0 1.0 41 2021-01-01 13:09:20 2021.01.01 8 A ranked list of awesome machine learning python libraries. Updated weekly. 8 1.0 True 1
3 1 best-of-jupyter ml-tooling/best-of-jupyter ['python'] big-data https://github.com/ml-tooling/best-of-jupyter https://github.com/ml-tooling/best-of-jupyter CC-BY-SA-4.0 2021-01-01 22:25:48 2021-01-01 23:07:44 2021-01-01 23:07:38 1 2021-01-01 22:59:28 2021.01.01 1 A ranked list of awesome Jupyter Notebook, Hub and Lab projects (extensions, kernels, tools). Updated weekly. 6 True 3

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## 📈 Trending Up
_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._
- <b><a href="https://github.com/ml-tooling/best-of-jupyter">best-of-jupyter</a></b> (🥉7 · ⭐ 6 · 📈) - A ranked list of awesome Jupyter Notebook, Hub and Lab.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code>

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,name,github_id,labels,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,fork_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,description,projectrank,contributor_count,open_issue_count,show,projectrank_placing,trending
0,best-of-ml-python,ml-tooling/best-of-ml-python,['python'],data-engineering,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36,2021-01-05 00:03:43,2021-01-05 00:03:37,1.0,4.0,41,2021-01-01 13:09:20,2021.01.01,8,A ranked list of awesome machine learning python libraries. Updated weekly.,8,1.0,1.0,True,1,
1,best-of-jupyter,ml-tooling/best-of-jupyter,['python'],data-engineering,https://github.com/ml-tooling/best-of-jupyter,https://github.com/ml-tooling/best-of-jupyter,CC-BY-SA-4.0,2021-01-01 22:25:48,2021-01-01 23:07:44,2021-01-01 23:07:38,,,6,2021-01-01 22:59:28,2021.01.01,1,"A ranked list of awesome Jupyter Notebook, Hub and Lab projects (extensions, kernels, tools). Updated weekly.",7,,,True,3,1.0
1 name github_id labels category github_url homepage license created_at updated_at last_commit_pushed_at fork_count closed_issue_count star_count latest_stable_release_published_at latest_stable_release_number release_count description projectrank contributor_count open_issue_count show projectrank_placing trending
2 0 best-of-ml-python ml-tooling/best-of-ml-python ['python'] data-engineering https://github.com/ml-tooling/best-of-ml-python https://github.com/ml-tooling/best-of-ml-python CC-BY-SA-4.0 2020-11-29 19:41:36 2021-01-05 00:03:43 2021-01-05 00:03:37 1.0 4.0 41 2021-01-01 13:09:20 2021.01.01 8 A ranked list of awesome machine learning python libraries. Updated weekly. 8 1.0 1.0 True 1
3 1 best-of-jupyter ml-tooling/best-of-jupyter ['python'] data-engineering https://github.com/ml-tooling/best-of-jupyter https://github.com/ml-tooling/best-of-jupyter CC-BY-SA-4.0 2021-01-01 22:25:48 2021-01-01 23:07:44 2021-01-01 23:07:38 6 2021-01-01 22:59:28 2021.01.01 1 A ranked list of awesome Jupyter Notebook, Hub and Lab projects (extensions, kernels, tools). Updated weekly. 7 True 3 1.0

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## 📈 Trending Up
_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._
- <b><a href="https://github.com/ml-tooling/best-of-jupyter">best-of-jupyter</a></b> (🥉7 · ⭐ 6 · 📈) - A ranked list of awesome Jupyter Notebook, Hub and Lab.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code>

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configuration:
min_stars: 0
min_projectrank: 0
require_github: True
allowed_licenses: ["all"]
hide_project_license: True
markdown_header_file: "config/header.md"
markdown_footer_file: "config/footer.md"
projects_history_folder: "history"
categories:
- category: "data-engineering"
title: "Machine Learning & Data Engineering"
subtitle: "Best-of lists about machine learning, data engieering, data science, or other topics related to big data."
- category: "web-dev"
title: "Web Development"
subtitle: "Best-of lists about react, vue, angular, html5, css, or other topics related to web development."
labels:
- label: "python"
image: "https://www.python.org/static/favicon.ico"
description: "Best-of list with Python projects"
projects:
- name: best-of-ml-python
github_id: ml-tooling/best-of-ml-python
labels: ["python"]
category: "data-engineering"
- name: best-of-jupyter
github_id: ml-tooling/best-of-jupyter
labels: ["python"]
category: "data-engineering"
- name: best-of-web-python
github_id: ml-tooling/best-of-web-python
labels: ["python"]
category: "web-dev"

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<!-- markdownlint-disable MD024 -->
# Contribution Guidelines
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.
## Table of contents
1. [Add a project](#add-a-project)
2. [Update a project](#update-a-project)
3. [Improve metadata collection](#improve-metadata-collection)
4. [Improve markdown generation](#improve-markdown-generation)
5. [Create your own best-of list](#improve-markdown-generation)
6. [Code of conduct](#code-of-conduct)
## Add a project
If you like to suggest or add a project, choose one of the following ways:
- Suggest a project by opening an issue: Please use the suggest project template from the [issue page](https://github.com/best-of-lists/best-of-template/issues/new/choose) and fill in the requested information.
- Add a project by modifying the [projects.yaml](https://github.com/best-of-lists/best-of-template/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/best-of-lists/best-of-template/edit/main/projects.yaml).
Before opening an issue or pull request, please ensure that you adhere to the following guidelines:
- 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.
- 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:
```yaml
- name: Tensorflow
github_id: tensorflow/tensorflow
pypi_id: tensorflow
conda_id: tensorflow
labels: ["tensorflow"]
category: ml-frameworks
```
- Please create an individual issue or pull request for each project.
- Please use the following title format for the issue or pull request: `Add project: project-name`.
- 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/best-of-lists/best-of-template/issues/new/choose).
## Update a project
If you like to suggest or contribute a project update, choose one of the following ways:
- Suggest a project update by opening an issue: Please use the update project template from the [issue page](https://github.com/best-of-lists/best-of-template/issues/new/choose) and fill in the requested information.
- Update a project by modifying the [projects.yaml](https://github.com/best-of-lists/best-of-template/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/best-of-lists/best-of-template/edit/main/projects.yaml).
Before opening an issue or pull request, please ensure that you adhere to the following guidelines:
- 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.
- Please create an individual issue or pull request for each project.
- Please use the following title format for the issue or pull request: `Update project: project-name`.
## Project properties
<table>
<tr>
<th>Property</th>
<th>Description</th>
</tr>
<tr>
<td><code>name</code></td>
<td>Name of the project. This name is required to be unique on the best-of list.</td>
</tr>
<tr>
<td><code>github_id</code></td>
<td>Github ID of the project based on user or organization and the repository name, e.g. <code>best-of-lists/best-of-generator</code>.</td>
</tr>
<tr>
<td colspan="2"><b>Optional Properties:</b></td>
</tr>
<tr>
<td><code>category</code></td>
<td>Category that this project is most related to. You can find all available category IDs in the <code>projects.yaml</code> file. The project will be sorted into the <code>Others</code> category if no category is provided.</td>
</tr>
<tr>
<td><code>labels</code></td>
<td>List of labels that this project is related to. You can find all available label IDs in the <code>projects.yaml</code> file.</td>
</tr>
<tr>
<td colspan="2"><b>Supported Package Managers:</b></td>
</tr>
<tr>
<td><code>pypi_id</code></td>
<td>Project ID on the python package index (<a href="https://pypi.org">PyPi</a>).</td>
</tr>
<tr>
<td><code>conda_id</code></td>
<td>Project ID on the <a href="https://anaconda.org">conda package manager</a>. If the main package is provided on a different channel, prefix the ID with the given channel: e.g. <code>conda-forge/tensorflow</code></td>
</tr>
<tr>
<td><code>npm_id</code></td>
<td>Project ID on the Node package manager (<a href="https://www.npmjs.com">npm</a>).</td>
</tr>
<tr>
<td><code>dockerhub_id</code></td>
<td>Project ID on the <a href="https://hub.docker.com">Docker Hub container registry</a>. </td>
</tr>
<tr>
<td><code>maven_id</code></td>
<td>Artifact ID on <a href="https://mvnrepository.com">Maven central</a>, e.g. <code>org.apache.flink:flink-core</code>. </td>
</tr>
</table>
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.
## Improve metadata collection
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.
## Improve markdown generation
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.
## Create your own best-of list
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.
## Code of Conduct
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.

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---
## Related Resources
- [**Best-of lists**](https://best-of.org): Discover other best-of lists with awesome open-source projects on all kinds of topics.
## Contribution
Contributions are encouraged and always welcome! If you like to add or update projects, choose one of the following ways:
- Open an issue by selecting one of the provided categories from the [issue page](https://github.com/best-of-lists/best-of-template/issues/new/choose) and fill in the requested information.
- Modify the [projects.yaml](https://github.com/best-of-lists/best-of-template/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/best-of-lists/best-of-template/edit/main/projects.yaml).
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).
For more information on how to add or update projects, please read the [contribution guidelines](https://github.com/best-of-lists/best-of-template/blob/main/CONTRIBUTING.md). By participating in this project, you agree to abide by its [Code of Conduct](https://github.com/best-of-lists/best-of-template/blob/main/.github/CODE_OF_CONDUCT.md).
## License
[![CC0](https://mirrors.creativecommons.org/presskit/buttons/88x31/svg/by-sa.svg)](https://creativecommons.org/licenses/by-sa/4.0/)

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<!-- markdownlint-disable -->
<h1 align="center">
best-of-template
<br>
</h1>
<p align="center">
<strong>🏆&nbsp; A ranked list of awesome projects. Updated weekly.</strong>
</p>
<p align="center">
<a href="https://best-of.org" title="Best-of Badge"><img src="http://bit.ly/3o3EHNN"></a>
<a href="#Contents" title="Project Count"><img src="https://img.shields.io/badge/projects-{project_count}-blue.svg?color=5ac4bf"></a>
<a href="#Contribution" title="Contributions are welcome"><img src="https://img.shields.io/badge/contributions-welcome-green.svg"></a>
<a href="https://github.com/best-of-lists/best-of-template/releases" title="Best-of Updates"><img src="https://img.shields.io/github/release-date/best-of-lists/best-of-template?color=green&label=updated"></a>
<a href="https://bestoflists.substack.com/subscribe" title="Subscribe for updates"><img src="http://bit.ly/2Md9rxM"></a>
<a href="https://twitter.com/best_of_lists" title="Best-of on Twitter"><img src="https://img.shields.io/twitter/follow/best_of_lists.svg?style=social&label=Follow"></a>
</p>
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/best-of-lists/best-of-template/issues/new/choose), submit a [pull request](https://github.com/best-of-lists/best-of-template/pulls), or directly edit the [projects.yaml](https://github.com/best-of-lists/best-of-template/edit/main/projects.yaml). Contributions are very welcome!
> 🧙‍♂️ Create your own best-of list in just 3 minutes with [this guide](https://github.com/best-of-lists/best-of/blob/main/create-best-of-list.md).

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configuration:
markdown_header_file: "config/header.md"
markdown_footer_file: "config/footer.md"
categories:
# - category: "data-engineering"
# title: "Machine Learning & Data Engineering"
# subtitle: "Best-of lists about machine learning, data engieering, data science, or other topics related to big data."
labels:
# - label: "python"
# image: "https://www.python.org/static/favicon.ico"
# description: "Best-of list with Python projects"
projects:
# - name: best-of-ml-python
# github_id: ml-tooling/best-of-ml-python
# labels: ["python"]
# category: "data-engineering"