Top 3 Python machine-learning-engineering Projects

Kedro

29 9,353 9.7 Python

Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.

Project mention: Nextflow: Data-Driven Computational Pipelines | news.ycombinator.com | 2023-08-10

Interesting, thanks for sharing. I'll definitely take a look, although at this point I am so comfortable with Snakemake, it is a bit hard to imagine what would convince me to move to another tool. But I like the idea of composable pipelines: I am building a tool (too early to share) that would allow to lay Snakemake pipelines on top of each other using semi-automatic data annotations similar to how it is done in kedro (https://github.com/kedro-org/kedro).

awesome-mlops

7 3,575 6.8 Python

:sunglasses: A curated list of awesome MLOps tools (by kelvins)

Project mention: Choosing an Orchestrator in a green-field setup | /r/mlops | 2023-12-07

Lots of good projects on https://github.com/kelvins/awesome-mlops too

WorkOS

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The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
frouros

5 160 9.3 Python

Frouros: an open-source Python library for drift detection in machine learning systems.

Project mention: Frouros: An open-source Python library for drift detection in machine learning | news.ycombinator.com | 2024-04-06

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).