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Best - of Python Developer Tools
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< strong > 🏆 & nbsp ; A ranked list of awesome python developer tools and libraries . Updated weekly . < / strong >
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< 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 >
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< a href = " https://github.com/ml-tooling/best-of-python-dev/releases " title = " Best-of Updates " > < img src = " https://img.shields.io/github/release-date/ml-tooling/best-of-python-dev?color=green&label=updated " > < / a >
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< a href = " https://mltooling.substack.com/subscribe " title = " Subscribe to newsletter " > < img src = " http://bit.ly/2Md9rxM " > < / a >
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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 - python - dev / issues / new / choose ) , submit a [ pull request ] ( https : / / github . com / ml - tooling / best - of - python - dev / pulls ) , or directly edit the [ projects . yaml ] ( https : / / github . com / ml - tooling / best - of - python - dev / edit / main / projects . yaml ) . Contributions are very welcome !
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📫 & nbsp ; Subscribe to our < a href = " https://mltooling.substack.com/subscribe " > weekly newsletter < / a > for updates on the best Python libraries and tools . < br >
< i > Get notified on trending projects , new additions , detailed comparisons , and more ! < / i >
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