EthicalML/awesome-production-machine-learning

AI DevOps

A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning

GitHub →Website →

8.4

GitHub Metrics

Stars

21.0k

Forks

2.6k

Open Issues

Watchers

414

Contributors

223

Weekly Commits

Language

—

License

MIT

Last Commit

Oct 24, 2026

Created

Aug 15, 2018

Latest Release

release-2026-10-01

Release Date

Oct 1, 2026

Synced: Oct 27, 2026

Quality Scores

Documentation Qualityw: 20%

8.2

Has docs site (https://ethicalml.github.io/awesome-production-machine-learning). Description: 107 chars. Stars signal: 21,042. Contributors: 223. Score: 8.2/10

Community Healthw: 20%

9.1

Stars: 21,042. Contributors: 223. Watchers: 414. Forks: 2,617. Issue ratio: 0.2%. Score: 9.1/10

Maintenance Velocityw: 15%

8.3

Last commit: 2d ago. Weekly commits: 1. Latest release: release-2026-10-01. Maturity bonus: 8.2y old. Score: 8.3/10

API Design & DXw: 20%

8.2

Stars/issues ratio: 489. Has documentation site. Permissive license: MIT. Popularity signal: 21,042 stars. Score: 8.2/10

Production Readinessw: 15%

8.4

Battle-tested: 21,042 stars. Peer review: 223 contributors. Versioned: release-2026-10-01. Licensed: MIT. Age: 8.2 years. Maintenance: last commit 2d ago. Score: 8.4/10

Ecosystem Integrationw: 10%

7.8

Fork interest: 2,617. Integration-friendly: MIT. Adoption: 21,042 stars. Has web presence. Score: 7.8/10