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 124 mlops workflow orchestration frameworks tracked. 2 score above 50 (established tier). The highest-rated is crate/mlflow-cratedb at 51/100 with 1 stars and 1,330 monthly downloads.

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#	Framework	Score	Tier	Stars	Language
1	crate/mlflow-cratedb MLflow adapter for CrateDB.	51	Established	1	Python
2	GokuMohandas/mlops-course Learn how to design, develop, deploy and iterate on production-grade ML applications.	50	Established	3,316	Jupyter Notebook
3	mrdbourke/cs329s-ml-deployment-tutorial Code and files to go along with CS329s machine learning model deployment tutorial.	44	Emerging	616	Jupyter Notebook
4	alirezadir/Production-Level-Deep-Learning A guideline for building practical production-level deep learning systems to...	42	Emerging	4,614	—
5	clemens33/mlflow mlflow container setup for docker, docker compose and kubernetes including helm chart	39	Emerging	11	Shell
6	ThinamXx/MLOps The repository contains a list of projects which I will work on while...	38	Emerging	80	Jupyter Notebook
7	awslabs/mlmax Example templates for the delivery of custom ML solutions to production so...	37	Emerging	75	Jupyter Notebook
8	mattborghi/mlops-specialization Machine Learning Engineering for Production (MLOps) Coursera Specialization	37	Emerging	47	Jupyter Notebook
9	codecentric-oss/niceml niceML 🍦 is a Python-based MLOps framework designed to streamline the...	37	Emerging	38	Python
10	abdala9512/dsrp-machine-learning-engineering-4 Curso MLOps 2025 - DSRP	36	Emerging	3	Jupyter Notebook
11	kennethleungty/MLOps-Specialization-Notes Notes for Machine Learning Engineering for Production (MLOps) Specialization...	36	Emerging	393	—
12	The-AI-Summer/Deep-Learning-In-Production Build, train, deploy, scale and maintain deep learning models. Understand ML...	36	Emerging	1,247	Jupyter Notebook
13	johnmoses/coursera-mlops-specialization Coursera Machine Learning Engineering for Production Specialization Course	35	Emerging	26	Jupyter Notebook
14	google-github-actions/run-vertexai-notebook A GitHub Action for running a Google Cloud Vertex AI notebook.	34	Emerging	27	—
15	fuzzylabs/vertex-edge A tool for training models to Vertex on Google Cloud Platform.	33	Emerging	32	Python
16	bentoml/gallery BentoML Example Projects 🎨	33	Emerging	142	—
17	IDSIA/MLprod Machine Learning in Production	33	Emerging	6	Jupyter Notebook
18	kingabzpro/Automating-Machine-Learning-Testing Automating Machine Learning Testing using GitHub Actions and DeepChecks	33	Emerging	41	Python
19	ekote/Build-Your-First-End-to-End-Lakehouse-Solution Big Data CONFERENCE Europe 2025 🇱🇹 AI, Cloud and Data Conference - Build...	33	Emerging	22	Jupyter Notebook
20	vortico/mlops-course Course materials for MLOps, focusing on deploying and managing ML systems in...	32	Emerging	5	Jupyter Notebook
21	kedro-org/kedro-website A repository for the official home of Kedro.	32	Emerging	4	TypeScript
22	Koldim2001/MLflow_tracking Использование MLflow для трекинга экспериментов PyTorch и Sklearn	32	Emerging	30	Jupyter Notebook
23	IBM/multi-data-lineage-capture-py IBM Multi-Lineage Data System	31	Emerging	6	Python
24	aws-samples/amazon-sagemaker-endpoint-deployment-of-fastai-model-with-torchserve Deploy FastAI Trained PyTorch Model in TorchServe and Host in Amazon...	31	Emerging	75	Jupyter Notebook
25	g-greatdevaks/dhs-2023-mlops A repository containing workshop material used during DataHack Summit 2023,...	29	Experimental	7	Jupyter Notebook
26	jesussantana/DeepLearning.AI-Introduction-to-Machine-Learning-in-Production In the first course of Machine Learning Engineering for Production...	28	Experimental	10	Jupyter Notebook
27	bodywork-ml/bodywork-mlflow Deploy MLflow to Kubernetes using Bodywork	28	Experimental	8	Jupyter Notebook
28	Sharif-Smart-and-Secure-Edge-Cloud-Lab/edge-mlops Edge MLOps tools and pipeline test	27	Experimental	5	HTML
29	MarinaWyss/are-you-a-cat An MLOps Project for the ZenML Month of MLOps Competition	26	Experimental	75	HTML
30	AHaryanto/azure-automl-mlops Get started with Automated Machine Learning (AutoML) and Machine Learning...	25	Experimental	13	Python
31	5had3z/konductor [WIP] ML Training Framework	24	Experimental	—	Python
32	caiomsouza/aml-cli-v2-in-a-day Azure Machine Learning CLI V2 in a Day Workshop/Labs.	24	Experimental	4	—
33	mjglatzmaier/mlpipe A lightweight, DAG-based pipeline framework for ML workflows with YAML...	24	Experimental	2	Python
34	A-Kuo/Multi-Source-Clinical-Data-Engineering-Platform End-to-end data engineering and ML platform: multi-source ETL, anomaly...	23	Experimental	1	Python
35	npow/metaflow-dagster Dagster scheduling, observability, and UI for your Metaflow pipelines	23	Experimental	1	Python
36	prakharrathi25/mlops-specialization-coursera Machine Learning for Production Specialization	23	Experimental	6	—
37	mdzaheerjk/MLOPS-Jenkins-Shared-Library-CI-CD-Project This project showcases a professional MLOps workflow by centralizing...	23	Experimental	7	—
38	404Avinash/stellar End-to-end ML pipeline with EDA, model training, and full-stack deployment -...	23	Experimental	1	Jupyter Notebook
39	JoshuaDs69/medicamentos-neonatos End-to-end data project focused on neonatal medication analysis, covering...	23	Experimental	1	Jupyter Notebook
40	Revprm/MLOps-Template An MLOps template for building scalable and reproducible machine learning...	23	Experimental	1	Python
41	galafis/mlops-production-pipeline Mlops Production Pipeline - Professional Python project	23	Experimental	1	Python
42	ankit-kumarz/End-To-End-MLops-Pipeline A production-ready MLOps pipeline implementing industry best practices for...	23	Experimental	1	Python
43	Develop-Packt/Introduction-to-Workflow-Management-Platform-Airflow In this module, you will look at creating a pipeline by breaking down a job...	23	Experimental	1	Jupyter Notebook
44	Sebastijan-Dominis/ml-workflow-engine A reproducible ML experimentation and model lifecycle system, specifically...	23	Experimental	1	Python
45	galafis/mlops-model-deployment-platform ML model lifecycle platform - registration, versioning, deployment...	23	Experimental	1	Python
46	Codex56799/dataengineering 🚀 Build a containerized data engineering workflow for NYC Yellow Taxi Trip...	23	Experimental	1	Jupyter Notebook
47	starostka/02476-mlops Project work in 02476 Machine Learning Operations at the Technical...	23	Experimental	2	HTML
48	Israelgladys/lobster-workflows 🦞 Streamline your project automation with Lobster Workflows, a flexible...	22	Experimental	—	HTML
49	Eation5/Scalable-MLOps-Platform A comprehensive MLOps platform built with Scala and Apache Spark for...	22	Experimental	—	Scala
50	Raghul-M/MLOps_Learning_Notes MaLOps learning concepts, tools, and practice notes	22	Experimental	—	—
51	sillysticky/DeepGuard-MLOps-Pipeline 👁️ Detect deepfake human faces with this end-to-end MLOps pipeline featuring...	22	Experimental	—	Jupyter Notebook
52	Shubham-S151/End-to-End-MLOps-Platform End-to-End MLOps platform for building, tracking, and deploying machine...	22	Experimental	—	Jupyter Notebook
53	bnarasimha21/paperspace-workflow-poc Proof of concept for ML workflows on Paperspace GPU infrastructure	22	Experimental	—	Python
54	gituser2610/MLOPS-Pipeline-Dashboard MLOPS-Pipeline-Dashboard offers a straightforward way for users to manage...	22	Experimental	—	JavaScript
55	lsjsj92/airflow_tutorial python airflow tutorial and example	22	Experimental	13	Python
56	rexcoleman/govML Stop losing ML experiments. 42 templates, 19 generators, contract-driven...	22	Experimental	—	Python
57	AUTH-MINT/MLOpen A web platform to upload, train and run machine learning pipelines.	22	Experimental	1	JavaScript
58	npow/metaflow-prefect Prefect scheduling, deployments, and UI for your Metaflow pipelines	22	Experimental	—	Python
59	npow/metaflow-flyte Schedule and monitor your Metaflow pipelines through Flyte without rewriting them	22	Experimental	—	Python
60	Shubham-S151/End-to-End-MLOps-Pipeline End-to-End MLOps platform for building, tracking, and deploying machine...	22	Experimental	—	Jupyter Notebook
61	altafpinjari2001/ml-end-to-end-pipeline Production ML pipeline from EDA to deployment with MLflow tracking, FastAPI...	22	Experimental	—	Python
62	d-rybakov/ml-delivery-framework Artifact-driven ML delivery framework based on CRISP-DM for structured and...	22	Experimental	—	—
63	jagadeshchilla/MLOPS This is self study about the MLOPS	20	Experimental	8	Jupyter Notebook
64	mxagar/mlops_udacity These are my notes of the Udacity Nanodegree Machine Learning DevOps Engineer.	20	Experimental	9	Jupyter Notebook
65	praatibhsurana/Machine-Learning-Engineering-for-Production A repository for the Machine Learning Engineering for Production...	20	Experimental	12	Jupyter Notebook
66	korkridake/MLOps-GHA-Azure Boilerplate data science, Azure ML project from model development to...	19	Experimental	—	—
67	aasimsani/meow-learning This is a pick-your-problem style guide I created to educate everyone from...	18	Experimental	119	—
68	elwhyjay/MLops-Study MLops study	18	Experimental	3	Jupyter Notebook
69	tezansahu/dvc-pycaret-fastapi-demo Repository for the Demo of using DVC with PyCaret & MLOps (DVC Office Hours...	18	Experimental	11	Jupyter Notebook
70	Anri-Lombard/MLOps-Specialization Concept Explanations for Machine Learning Engineering for Production (MLOps)...	18	Experimental	7	Jupyter Notebook
71	Deffro/end-to-end-ML-project An end-to-end ML Project	18	Experimental	11	Jupyter Notebook
72	mxagar/mlflow_guide My personal notes on how to use MLflow, compiled after following courses &...	18	Experimental	7	—
73	silverstar0727/ML-Pipeline-Tutorial TFX와 Kubeflow를 공부한 것을 바탕으로 제작한 튜토리얼입니다.	18	Experimental	7	Jupyter Notebook
74	krik8235/ml-data-pipeline Data pipeline integration on Lakehouse architecture using Spark and Airflow DAGs	17	Experimental	2	Jupyter Notebook
75	imchandanmohan/kubeflow-mlops-kubernetes-pipeline End-to-end MLOps project for colorectal cancer survival prediction using...	17	Experimental	2	Jupyter Notebook
76	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
77	sfarrukhm/mlops-tutorials Your go-to collection of beginner-friendly tutorials and practical examples...	15	Experimental	—	—
78	epomatti/az-machinelearning-cm-vnet Azure ML with customer-managed VNET	15	Experimental	—	HCL
79	ahmedsaleh99/MLOpsTemplate This is a template that can be used with machine learning professional...	15	Experimental	—	PowerShell
80	abhi227070/ML-Model-Deployment-in-AWS This project deploys a diabetes prediction model on AWS using MLOps...	15	Experimental	2	HTML
81	fabioba/mlops-architecture This is an overview of a MLOps architecture that includes both Airflow and...	15	Experimental	22	Python
82	bhushanpatil-ai-ml/ml-model-deployment-platform ML Model Deployment Platform End-to-end ML pipeline with MLflow, FastAPI,...	15	Experimental	1	—
83	PierreExeter/MLOps-Pipeline-Deployment A deployed machine learning model that predicts patient medical charges...	15	Experimental	—	CSS
84	Hetav01/minimlops-aws-mlflow Production-style, event-driven MLOps platform on AWS (MLflow + SageMaker +...	14	Experimental	3	Python
85	Thableaddles57/mlops-pipeline Automated CI/CD pipelines for machine learning models using Kubernetes and Kubeflow.	14	Experimental	—	—
86	Crosshairs532/career-switch-ML End-to-End MLOps project — predicts whether a professional will switch...	14	Experimental	—	Jupyter Notebook
87	Devanik21/ML-deployment-crops End-to-end crop prediction ML deployment — joblib-serialised...	14	Experimental	—	Jupyter Notebook
88	musabinabdullah5678/de_project Build a unified sales data pipeline that integrates multiple sources into a...	14	Experimental	—	Python
89	princeappiah181/outbreak-severity-mlops End-to-end ML system for predicting disease outbreak severity using NLP and...	14	Experimental	—	Jupyter Notebook
90	carlolodi/airflow-demo 🚀 Explore Apache Airflow in this beginner-friendly demo. Understand workflow...	14	Experimental	—	Python
91	Abiijutt007/airflow-mlflow-pipeline 🚀 Build a production-grade ML pipeline with Airflow and MLflow, covering...	14	Experimental	—	Python
92	vinodbavage31/MachineLearning-Workflow-system Production-ready ML pipeline template with modular architecture, MLflow...	14	Experimental	3	Jupyter Notebook
93	elarsaks/gha_ml_pipeline End to End Machine Learning System in GitHub Actions	14	Experimental	—	TypeScript
94	Fredrick-coder593/pixaroma-workflows Provide ready-to-use ComfyUI workflows from the Pixaroma YouTube channel for...	14	Experimental	—	—
95	DanielPopoola/autorma An end-to-end machine learning system for automated classification of...	14	Experimental	—	Python
96	Madid1976/mlops-pipeline-template A robust MLOps pipeline template for continuous integration, delivery, and...	14	Experimental	—	Python
97	Saillut5/mlops-cicd-template A comprehensive CI/CD template for MLOps workflows using GitHub Actions,...	14	Experimental	—	Python
98	Eklavya20/ml-production-template Production ready ML template. Prefect training pipeline and MLflow...	14	Experimental	—	Python
99	Fident58/MLOps-Pipelines Automated MLOps pipelines for model training, deployment, and monitoring...	14	Experimental	—	Python
100	Enten1992/MLOps-Pipeline-Template A production-ready MLOps pipeline template demonstrating best practices for...	14	Experimental	—	Python
101	tanyaagrawal256/nutrition-mlops End-to-end MLOps Nutrition Recommendation System using FastAPI, Docker,...	14	Experimental	—	Python
102	ThGoncal/mlops-template "Production-ready MLOps project template"	14	Experimental	—	Python
103	stojce/cognistream An intelligent streaming analytics platform that uses AWS Bedrock to process...	14	Experimental	—	Python
104	Veasna-17/MLOps-project-template 🚀 Build and deploy machine learning models with this MLOps project template,...	14	Experimental	—	Python
105	AlexIoannides/bodywork-mlops-demo Demonstrating how Bodywork can be used to deploy a simulation of the...	14	Experimental	9	Jupyter Notebook
106	AlexIoannides/pycaret-mlops Using PyCaret with Bodywork to deploy ML pipelines to Kuberentes	13	Experimental	8	Jupyter Notebook
107	Andrej1A/Start-Machine-Learning Machine Learning plug-and-play script collection.	12	Experimental	4	HCL
108	sebiwtt/Delta MLOps for online machine learning using Docker and Python	12	Experimental	3	—
109	msmenegol/datapark Datapark: a self-hosted data platform	12	Experimental	3	Jupyter Notebook
110	LazaUK/AzureML-FeatureStore-CLI Tutorial on setup of online and offline feature stores in Azure Machine...	11	Experimental	2	—
111	data-pioneer/MLops-Industry-Safety-Detection-using-Yolov7 Implementation of Mlops pipeline for Object Detection with customization of...	11	Experimental	2	Jupyter Notebook
112	brnaguiar/mlops-next-watch MLOps project that recommends movies to watch implementing Data Engineering...	11	Experimental	—	Jupyter Notebook
113	Krishnasali/End-to-End-ML-Pipeline-MLOps-Style- ᴇɴᴅ-ᴛᴏ-ᴇɴᴅ ᴍʟ ᴘɪᴘᴇʟɪɴᴇ - ᴍʟᴏᴘꜱ ꜱᴛʏʟᴇ ᴅᴇᴠᴇʟᴏᴘᴇᴅ ᴀ ᴄᴏᴍᴘʟᴇᴛᴇ ᴍᴀᴄʜɪɴᴇ ʟᴇᴀʀɴɪɴɢ...	11	Experimental	—	TypeScript
114	Richard-Selvaraj-99/Azure-ML-Deployment This project involves building a machine learning model to predict air...	11	Experimental	—	HTML
115	RohitDusane/MLOps-DVC-Git-Actions This repository contains a complete CI/CD pipeline for deploying machine...	11	Experimental	—	HTML
116	SainathPattipati/github-actions-ml-pipeline CI/CD pipeline templates for ML model training, evaluation, and deployment...	11	Experimental	—	—
117	Sarthak-G0yal/MLDeployLab Demonstrates the end-to-end workflow of building, deploying, and serving...	11	Experimental	—	Jupyter Notebook
118	qrizan/mlops-lifecycle-with-classification End-to-end machine learning ( classification ) lifecycle demo with MLflow,...	11	Experimental	—	TypeScript
119	qrizan/mlops-lifecycle-with-regression End-to-end machine learning ( regression ) lifecycle demo with MLflow,...	11	Experimental	—	TypeScript
120	michael-abdo/MLOPS-Pipeline-Dashboard 🚀 Enterprise-ready MLOps Dashboard - Simple 4-step ML pipeline for business...	11	Experimental	—	JavaScript
121	Aaryav1130/are-you-a-cat An MLOps Project for the ZenML Month of MLOps Competition	11	Experimental	—	HTML
122	SamyakJain2207/Are-You-a-Cat- "End-to-end MLOps pipeline for image classification using ZenML, MLflow, and...	11	Experimental	—	—
123	SavinduSenmitha/databricks 🚀 Showcase data engineering projects using Databricks, Delta Lake, and...	11	Experimental	—	—
124	brunoonapps/ml-core A versatile repository for diverse machine learning workflows, including...	10	Experimental	1	Python

Comparisons in this category

mlops-course and mlops-specialization (50 vs 37) mlops-course and coursera-mlops-specialization (50 vs 35) mlops-course and MLprod (50 vs 33) mlops-specialization and MLOps-Specialization-Notes (37 vs 36) mlops-specialization and coursera-mlops-specialization (37 vs 35)