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

20.9k

Forks

2.6k

Open Issues

Watchers

416

Contributors

214

Weekly Commits

Language

—

License

MIT

Last Commit

Sep 1, 2026

Created

Aug 15, 2018

Latest Release

release-2026-09-01

Release Date

Sep 1, 2026

Synced: Sep 1, 2026

Quality Scores

Documentation Qualityw: 20%

8.2

Has docs site (https://ethicalml.github.io/awesome-production-machine-learning). Description: 107 chars. Stars signal: 20,884. Contributors: 214. Score: 8.2/10

Community Healthw: 20%

9.1

Stars: 20,884. Contributors: 214. Watchers: 416. Forks: 2,595. Issue ratio: 0.2%. Score: 9.1/10

Maintenance Velocityw: 15%

7.7

Last commit: 1d ago. Weekly commits: 0. Latest release: release-2026-09-01. Maturity bonus: 8.1y old. Score: 7.7/10

API Design & DXw: 20%

8.2

Stars/issues ratio: 614. Has documentation site. Permissive license: MIT. Popularity signal: 20,884 stars. Score: 8.2/10

Production Readinessw: 15%

8.4

Battle-tested: 20,884 stars. Peer review: 214 contributors. Versioned: release-2026-09-01. Licensed: MIT. Age: 8.1 years. Maintenance: last commit 1d ago. Score: 8.4/10

Ecosystem Integrationw: 10%

7.8

Fork interest: 2,595. Integration-friendly: MIT. Adoption: 20,884 stars. Has web presence. Score: 7.8/10