Top 9 machine-learning-operation 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.

• evidently

  10 4,644 9.5 Jupyter Notebook

  Evaluate and monitor ML models from validation to production. Join our Discord: https://discord.com/invite/xZjKRaNp8b

  

Project mention: [P] Free open-source ML observability course: starts October 16 🚀 | /r/MachineLearning | 2023-10-15

Hi everyone, I’m one of the creators of Evidently, an open-source (Apache 2.0) tool for production ML monitoring. We’ve just launched a free open course on ML observability that I wanted to share with the community.

• 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.

  

• seldon-core

  14 4,212 7.8 HTML

  An MLOps framework to package, deploy, monitor and manage thousands of production machine learning models

  

• 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

• Awesome-Data-Science

  1 51 4.1

  Carefully curated list of awesome data science resources.

Project mention: About Data analyst, data scientist and data engineer, resources and experiences | dev.to | 2024-03-26

Awesome Data Science

• sdk-python

  1 24 4.5 Python

  Python library for Modzy Machine Learning Operations (MLOps) Platform (by modzy)

  

• sdk-javascript

  1 16 0.0 TypeScript

  The official JavaScript SDK for the Modzy Machine Learning Operations (MLOps) Platform.

  

• 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.

  

• sdk-java

  1 11 2.6 Java

  The official Java library for the Modzy Machine Learning Operations (MLOps) Platform (by modzy)

  

• sdk-go

  1 3 0.0 Go

  The Golang library for Modzy Machine Learning Operations (MLOps) Platform (by modzy)

  

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