Top 5 ml-ops Open-Source Projects

awesome-production-machine-learning

9 15,947 7.4

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

Project mention: Exploring Open-Source Alternatives to Landing AI for Robust MLOps | dev.to | 2023-12-13

One trove of treasures is the awesome-production-machine-learning repository on GitHub. This curated list provides a multitude of frameworks, libraries, and software designed to facilitate various stages of the ML lifecycle.

Prefect

19 14,645 10.0 Python

The easiest way to build, run, and monitor data pipelines at scale.

Project mention: Prefect: A workflow orchestration tool for data pipelines | news.ycombinator.com | 2024-03-13

InfluxDB

www.influxdata.com sponsored

Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
awesome-seml

1 1,195 0.0

A curated list of articles that cover the software engineering best practices for building machine learning applications.
sematic

4 942 8.7 Python

An open-source ML pipeline development platform
flama

4 254 6.8 Python

Fire up your models with the flame 🔥

Project mention: Introducing Flama for Robust Machine Learning APIs | dev.to | 2023-12-18

There has been a considerable effort in the last few years to try and standardise the way in which these type of APIs are implemented via different frameworks. However, over the last few years, a new type of functionality has become more and more popular: machine learning (ML) models; and the existing frameworks for building APIs are not well suited for this type of functionality. In this series of posts, we will learn how to build APIs using a Framework for the development of Lightweight Applications and Machine-learning Automation, also known as Flama.

WorkOS

workos.com sponsored

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.

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).