Top 8 mlops-workflow Open-Source Projects

mlrun

3 1,301 9.9 Python

MLRun is an open source MLOps platform for quickly building and managing continuous ML applications across their lifecycle. MLRun integrates into your development and CI/CD environment and automates the delivery of production data, ML pipelines, and online applications.
mlops-v2

3 451 3.7 Shell

Azure MLOps (v2) solution accelerators. Enterprise ready templates to deploy your machine learning models on the Azure Platform.
InfluxDB

www.influxdata.com featured

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.
rust-mlops-template

2 272 5.6 Rust

A work in progress to build out solutions in Rust for MLOPs

Project mention: Is anyone doing Machine Learning in Rust? | /r/rust | 2023-05-11

VevestaX

10 27 0.0 Jupyter Notebook

2 Lines of code to track ML experiments + EDA + check into Github
loopquest

1 27 8.0 Python

A Production Tool for Embodied AI

Project mention: LoopQuest: A Production Tool for Embodied AI | news.ycombinator.com | 2023-10-11

ai_book

1 19 8.7 Jupyter Notebook

AI book for everyone
Media-Recommendation-Engine

1 12 0.0 Python

A Recommendation Engine API that can be used to recommend movies, music, games, manga, anime, comics, tv shows and books. Deployed using an AWS EC2 instance.
SaaSHub

www.saashub.com featured

SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
kubernetes-operator-roiergasias

1 7 4.8 Go

'Roiergasias' kubernetes operator is meant to address a fundamental requirement of any data science / machine learning project running their pipelines on Kubernetes - which is to quickly provision a declarative data pipeline (on demand) for their various project needs using simple kubectl commands. Basically, implementing the concept of No Ops. The fundamental principle is to utilise best of docker, kubernetes and programming language features to run a workflow with minimal workflow definition s

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).