Awesome Production Machine Learning

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

github.com/EthicalML/awesome-production-machin…
Awesome Production Machine Learning homepage screenshot

About Awesome Production Machine Learning

Awesome Production Machine Learning is a curated list of open source libraries for putting machine learning into production. The list covers deploying, monitoring, versioning and scaling machine learning systems. It is published as a GitHub repository, and its topic tags include MLOps, explainability, privacy-preserving machine learning and responsible AI.

The repository is a directory of libraries rather than a software tool. The homepage text does not describe the individual libraries, their features or how well they work, so this entry does not address those details. The repository is listed under the MIT license.

Key features

  • Curated list of open source libraries for deploying machine learning
  • Libraries for monitoring machine learning systems in production
  • Libraries for versioning machine learning models and data
  • Libraries for scaling machine learning, including large-scale ML topics
  • Topic coverage includes explainability and interpretability
  • Topic coverage includes privacy-preserving machine learning and responsible AI
Best for: Engineers and teams who are looking for open source libraries to deploy, monitor, version and scale machine learning systems.
Good for
  • Open source and released under the MIT license
  • Organized by topic, including MLOps, explainability and privacy-preserving machine learning

Awesome Production Machine Learning at a glance

Type
Open-source project
Pricing
Not confirmed. Check the site
Open source
Yes · Source code
Language
English
Last checked
Oct 6, 2026 · Online when checked
Listed
Oct 5, 2026

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Awesome Production Machine Learning FAQ

What license applies to the repository?
The repository is listed under the MIT license.
Is there a companion website for the list?
The About section of the repository links to ethicalml.github.io/awesome-production-machine-learning.
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