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 →

8.3

GitHub Metrics

Stars

20.4k

Forks

2.5k

Open Issues

Watchers

417

Contributors

201

Weekly Commits

Language

—

License

MIT

Last Commit

Apr 16, 2026

Created

Aug 15, 2018

Latest Release

release-2026-03-01

Release Date

Mar 1, 2026

Synced: Apr 16, 2026

Quality Scores

Documentation Qualityw: 20%

8.2

Has docs site (https://ethicalml.github.io/awesome-production-machine-learning). Description: 107 chars. Stars signal: 20,400. Contributors: 201. Score: 8.2/10

Community Healthw: 20%

9.0

Stars: 20,400. Contributors: 201. Watchers: 417. Forks: 2,549. Issue ratio: 0.1%. Score: 9/10

Maintenance Velocityw: 15%

7.6

Last commit: 0d ago. Weekly commits: 0. Latest release: release-2026-03-01. Maturity bonus: 7.7y old. Score: 7.6/10

API Design & DXw: 20%

8.2

Stars/issues ratio: 1275. Has documentation site. Permissive license: MIT. Popularity signal: 20,400 stars. Score: 8.2/10

Production Readinessw: 15%

8.4

Battle-tested: 20,400 stars. Peer review: 201 contributors. Versioned: release-2026-03-01. Licensed: MIT. Age: 7.7 years. Maintenance: last commit 0d ago. Score: 8.4/10

Ecosystem Integrationw: 10%

7.8

Fork interest: 2,549. Integration-friendly: MIT. Adoption: 20,400 stars. Has web presence. Score: 7.8/10