MLOps Workflow Orchestration ML Frameworks

End-to-end MLOps pipeline frameworks and tools for automating ML workflows, model training, deployment, and monitoring in production. Does NOT include individual orchestration tools (like Airflow or Argo) standalone, general workflow automation, or task scheduling without ML-specific components.

There are 53 mlops workflow orchestration frameworks tracked. 2 score above 50 (established tier). The highest-rated is mrdbourke/cs329s-ml-deployment-tutorial at 51/100 with 616 stars.

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#	Framework	Score	Tier	Stars	Language
1	mrdbourke/cs329s-ml-deployment-tutorial Code and files to go along with CS329s machine learning model deployment tutorial.	51	Established	616	Jupyter Notebook
2	GokuMohandas/mlops-course Learn how to design, develop, deploy and iterate on production-grade ML applications.	50	Established	3,316	Jupyter Notebook
3	ThinamXx/MLOps The repository contains a list of projects which I will work on while...	45	Emerging	80	Jupyter Notebook
4	mattborghi/mlops-specialization Machine Learning Engineering for Production (MLOps) Coursera Specialization	44	Emerging	47	Jupyter Notebook
5	awslabs/mlmax Example templates for the delivery of custom ML solutions to production so...	44	Emerging	75	Jupyter Notebook
6	The-AI-Summer/Deep-Learning-In-Production Build, train, deploy, scale and maintain deep learning models. Understand ML...	43	Emerging	1,247	Jupyter Notebook
7	kennethleungty/MLOps-Specialization-Notes Notes for Machine Learning Engineering for Production (MLOps) Specialization...	43	Emerging	393	—
8	clemens33/mlflow mlflow container setup for docker, docker compose and kubernetes including helm chart	43	Emerging	11	Shell
9	johnmoses/coursera-mlops-specialization Coursera Machine Learning Engineering for Production Specialization Course	42	Emerging	26	Jupyter Notebook
10	alirezadir/Production-Level-Deep-Learning A guideline for building practical production-level deep learning systems to...	42	Emerging	4,614	—
11	google-github-actions/run-vertexai-notebook A GitHub Action for running a Google Cloud Vertex AI notebook.	41	Emerging	27	—
12	IDSIA/MLprod Machine Learning in Production	40	Emerging	6	Jupyter Notebook
13	kingabzpro/Automating-Machine-Learning-Testing Automating Machine Learning Testing using GitHub Actions and DeepChecks	40	Emerging	41	Python
14	bentoml/gallery BentoML Example Projects 🎨	40	Emerging	142	—
15	fuzzylabs/vertex-edge A tool for training models to Vertex on Google Cloud Platform.	40	Emerging	32	Python
16	abdala9512/dsrp-machine-learning-engineering-4 Curso MLOps 2025 - DSRP	40	Emerging	3	Jupyter Notebook
17	ekote/Build-Your-First-End-to-End-Lakehouse-Solution Big Data CONFERENCE Europe 2025 🇱🇹 AI, Cloud and Data Conference - Build...	40	Emerging	22	Jupyter Notebook
18	Koldim2001/MLflow_tracking Использование MLflow для трекинга экспериментов PyTorch и Sklearn	39	Emerging	30	Jupyter Notebook
19	aws-samples/amazon-sagemaker-endpoint-deployment-of-fastai-model-with-torchserve Deploy FastAI Trained PyTorch Model in TorchServe and Host in Amazon...	38	Emerging	75	Jupyter Notebook
20	codecentric-oss/niceml niceML 🍦 is a Python-based MLOps framework designed to streamline the...	38	Emerging	38	Python
21	IBM/multi-data-lineage-capture-py IBM Multi-Lineage Data System	38	Emerging	6	Python
22	jesussantana/DeepLearning.AI-Introduction-to-Machine-Learning-in-Production In the first course of Machine Learning Engineering for Production...	35	Emerging	10	Jupyter Notebook
23	MarinaWyss/are-you-a-cat An MLOps Project for the ZenML Month of MLOps Competition	33	Emerging	75	HTML
24	AHaryanto/azure-automl-mlops Get started with Automated Machine Learning (AutoML) and Machine Learning...	32	Emerging	13	Python
25	prakharrathi25/mlops-specialization-coursera Machine Learning for Production Specialization	30	Emerging	6	—
26	lsjsj92/airflow_tutorial python airflow tutorial and example	29	Experimental	13	Python
27	praatibhsurana/Machine-Learning-Engineering-for-Production A repository for the Machine Learning Engineering for Production...	27	Experimental	12	Jupyter Notebook
28	mxagar/mlops_udacity These are my notes of the Udacity Nanodegree Machine Learning DevOps Engineer.	27	Experimental	9	Jupyter Notebook
29	starostka/02476-mlops Project work in 02476 Machine Learning Operations at the Technical...	25	Experimental	2	HTML
30	mxagar/mlflow_guide My personal notes on how to use MLflow, compiled after following courses &...	25	Experimental	7	—
31	silverstar0727/ML-Pipeline-Tutorial TFX와 Kubeflow를 공부한 것을 바탕으로 제작한 튜토리얼입니다.	25	Experimental	7	Jupyter Notebook
32	tezansahu/dvc-pycaret-fastapi-demo Repository for the Demo of using DVC with PyCaret & MLOps (DVC Office Hours...	25	Experimental	11	Jupyter Notebook
33	Anri-Lombard/MLOps-Specialization Concept Explanations for Machine Learning Engineering for Production (MLOps)...	25	Experimental	7	Jupyter Notebook
34	aasimsani/meow-learning This is a pick-your-problem style guide I created to educate everyone from...	25	Experimental	119	—
35	AUTH-MINT/MLOpen A web platform to upload, train and run machine learning pipelines.	24	Experimental	1	JavaScript
36	5had3z/konductor [WIP] ML Training Framework	24	Experimental	—	Python
37	404Avinash/stellar End-to-end ML pipeline with EDA, model training, and full-stack deployment -...	23	Experimental	1	Jupyter Notebook
38	sillysticky/DeepGuard-MLOps-Pipeline 👁️ Detect deepfake human faces with this end-to-end MLOps pipeline featuring...	22	Experimental	—	Jupyter Notebook
39	Deffro/end-to-end-ML-project An end-to-end ML Project	22	Experimental	11	Jupyter Notebook
40	fabioba/mlops-architecture This is an overview of a MLOps architecture that includes both Airflow and...	22	Experimental	22	Python
41	AlexIoannides/bodywork-mlops-demo Demonstrating how Bodywork can be used to deploy a simulation of the...	21	Experimental	9	Jupyter Notebook
42	korkridake/MLOps-GHA-Azure Boilerplate data science, Azure ML project from model development to...	21	Experimental	—	—
43	data-pioneer/MLops-Industry-Safety-Detection-using-Yolov7 Implementation of Mlops pipeline for Object Detection with customization of...	18	Experimental	2	Jupyter Notebook
44	PierreExeter/MLOps-Pipeline-Deployment A deployed machine learning model that predicts patient medical charges...	17	Experimental	—	CSS
45	nishnarudkar/Interpretable-Machine-Learning-System-for-Parkinson-s-Disease-Detection-from-Speech-Biomarkers An end-to-end MLOps pipeline for detecting Parkinson's disease using speech...	16	Experimental	—	Jupyter Notebook
46	DanielPopoola/autorma An end-to-end machine learning system for automated classification of...	14	Experimental	—	Python
47	carlolodi/airflow-demo 🚀 Explore Apache Airflow in this beginner-friendly demo. Understand workflow...	14	Experimental	—	Python
48	Saillut5/mlops-cicd-template A comprehensive CI/CD template for MLOps workflows using GitHub Actions,...	14	Experimental	—	Python
49	tanyaagrawal256/nutrition-mlops End-to-end MLOps Nutrition Recommendation System using FastAPI, Docker,...	14	Experimental	—	Python
50	Thableaddles57/mlops-pipeline Automated CI/CD pipelines for machine learning models using Kubernetes and Kubeflow.	14	Experimental	—	—
51	qrizan/mlops-lifecycle-with-regression End-to-end machine learning ( regression ) lifecycle demo with MLflow,...	13	Experimental	—	TypeScript
52	0Upjh80d/mlops-project-template Azure MLOps (v2) solution accelerators. Enterprise ready templates to deploy...	11	Experimental	—	HCL
53	J0hn-B/hera_argo Hera is a Python framework for constructing and submitting Argo Workflows.	11	Experimental	—	Shell

Comparisons in this category

mlops-course and mlops-specialization (50 vs 44) mlops-course and coursera-mlops-specialization (50 vs 42) mlops-course and MLprod (50 vs 40) mlops-specialization and MLOps-Specialization-Notes (44 vs 43) mlops-specialization and coursera-mlops-specialization (44 vs 42)