Mlops Workflow Orchestration MLOps Tools

There are 103 mlops workflow orchestration tools tracked. 7 score above 70 (verified tier). The highest-rated is apache/airflow at 98/100 with 44,620 stars and 18,613,997 monthly downloads. 7 of the top 10 are actively maintained.

Get all 103 projects as JSON

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#	Tool	Score	Tier	Stars	Language
1	apache/airflow Apache Airflow - A platform to programmatically author, schedule, and...	98	Verified	44,620	Python
2	clearml/clearml ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment...	94	Verified	6,565	Python
3	mlrun/mlrun MLRun is an open source MLOps platform for quickly building and managing...	88	Verified	1,656	Python
4	argoproj-labs/hera Hera makes Python code easy to orchestrate on Argo Workflows through native...	79	Verified	881	Python
5	argoproj/argo-workflows Workflow Engine for Kubernetes	76	Verified	16,517	Go
6	kubeflow/pipelines Machine Learning Pipelines for Kubeflow	76	Verified	4,099	Python
7	polyaxon/haupt Lineage metadata API, artifacts streams, sandbox, API, and spaces for Polyaxon	70	Verified	451	Python
8	statmike/vertex-ai-mlops Google Cloud Platform Vertex AI end-to-end workflows for machine learning operations	69	Established	683	Jupyter Notebook
9	mlflow-oidc/mlflow-oidc-auth MLflow Tracking Server OIDC Auth plugin	68	Established	103	Python
10	SeldonIO/seldon-core An MLOps framework to package, deploy, monitor and manage thousands of...	63	Established	4,733	Go
11	polyaxon/polyaxon MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle	61	Established	3,698	—
12	Netflix/maestro Maestro: Netflix’s Workflow Orchestrator	61	Established	3,735	Java
13	oracle/oci-mlflow The Oracle Cloud Infrastructure (OCI) MLflow plugin empowers users of OCI by...	57	Established	29	Python
14	Netflix/metaflow-service :rocket: Metadata tracking and UI service for Metaflow!	56	Established	227	Python
15	raminmohammadi/MLOps Machine Learning In Production (MLOps)	54	Established	278	Jupyter Notebook
16	databricks/mlops-stacks This repo provides a customizable stack for starting new ML projects on...	54	Established	659	Python
17	mlop-ai/mlop Next Generation Experimental Tracking for Machine Learning Operations	53	Established	370	Python
18	fmind/mlops-python-package A comprehensive Python package template to kickstart and standardize your...	51	Established	1,398	Jupyter Notebook
19	Azure/mlops-templates Azure MLOps (v2) solution accelerators. Enterprise ready templates to deploy...	50	Established	140	Python
20	Azure/mlops-v2 Azure MLOps (v2) solution accelerators. Enterprise ready templates to deploy...	50	Established	616	Shell
21	qnbhd/mljet Minimalistic ML-models auto deployment tool	49	Emerging	67	Python
22	GoogleCloudPlatform/automlops Build MLOps Pipelines in Minutes	49	Emerging	258	Python
23	Azure/mlops-project-template Azure MLOps (v2) solution accelerators. Enterprise ready templates to deploy...	48	Emerging	83	Python
24	gtauzin/kedro-dagster Kedro plugin to support running pipelines on Dagster	48	Emerging	22	Python
25	iterative/cml ♾️ CML - Continuous Machine Learning \| CI/CD for ML	47	Emerging	4,169	JavaScript
26	anveshmuppeda/mlops MLOps	45	Emerging	20	Jupyter Notebook
27	MG-Cafe/MLOps_Workshop Azure MLOps	44	Emerging	157	Python
28	featurestoreorg/serverless-ml-course Serverless Machine Learning Course for building AI-enabled Prediction...	44	Emerging	682	Jupyter Notebook
29	AlexIoannides/kubernetes-mlops MLOps tutorial using Python, Docker and Kubernetes.	43	Emerging	410	Python
30	nfmoore/azure-databricks-containers-mlops-example-scenarios Prescriptive guidance for building, deploying, and monitoring machine...	43	Emerging	25	Jupyter Notebook
31	kingabzpro/CICD-for-Machine-Learning A beginner's project on automating the training, evaluation, versioning, and...	42	Emerging	119	Jupyter Notebook
32	microsoft/dstoolkit-mlops-databricks ML Ops Accelerator: Databricks & Azure Machine Learning Unification	41	Emerging	81	Python
33	aws-solutions/mlops-workload-orchestrator The MLOps Workload Orchestrator solution helps you streamline and enforce...	41	Emerging	156	Python
34	getindata/kedro-snowflake Kedro Snowflake / Snowpark plugin	41	Emerging	14	Python
35	TheRacetrack/racetrack An opinionated framework for deploying, managing, and serving application workloads	41	Emerging	33	Python
36	flyingriverhorse/Skyulf Build and ship production ML pipelines faster: a pipeline library with an...	40	Emerging	41	HTML
37	aporia-ai/mlplatform-workshop 🍫 Example code for a basic ML Platform based on Pulumi, FastAPI, DVC, MLFlow and more	40	Emerging	446	TypeScript
38	machine-learning-apps/actions-ml-cicd A Collection of GitHub Actions That Facilitate MLOps	40	Emerging	206	Jupyter Notebook
39	kingabzpro/A-to-Z-MLOps A complete MLOps project.	40	Emerging	15	Jupyter Notebook
40	fuzzylabs/awesome-open-mlops The Fuzzy Labs guide to the universe of open source MLOps	38	Emerging	476	—
41	cdfoundation/sig-mlops CDF SIG MLOps	38	Emerging	630	—
42	Hydrospheredata/hydro-serving MLOps Platform	37	Emerging	272	Mustache
43	ploomber/soorgeon Convert monolithic Jupyter notebooks 📙 into maintainable Ploomber pipelines. 📊	37	Emerging	80	Python
44	SeldonIO/tempo MLOps Python Library	37	Emerging	121	Python
45	amzn/rheoceros Cloud-based AI / ML workflow and data application development framework	37	Emerging	17	Python
46	bentoml/Yatai Model Deployment at Scale on Kubernetes 🦄️	37	Emerging	838	TypeScript
47	couler-proj/couler Unified Interface for Constructing and Managing Workflows on different...	37	Emerging	943	Python
48	karan842/mlops-best-practices Practical guide to build end-to-end machine learning pipeline and deploy...	36	Emerging	81	Jupyter Notebook
49	rafaelgreca/e2e-mlops-project The purpose of this project's design, development, and structure is to...	36	Emerging	69	HTML
50	Cloud-Pipelines/pipeline-editor Cloud Pipelines Editor is a web app that allows the users to build and run...	36	Emerging	67	TypeScript
51	abhishek-ch/around-dataengineering A Data Engineering & Machine Learning Knowledge Hub	36	Emerging	1,141	Python
52	DougTrajano/mlflow-server MLflow Tracking Server with basic auth deployed in AWS App Runner.	34	Emerging	36	HCL
53	mlcommons/cm4mlops Legacy CM repository with a collection of portable, reusable and...	34	Emerging	19	Python
54	mlop-ai/server Serving Next Generation Experimental Tracking for Machine Learning Operations	34	Emerging	14	Shell
55	thoughtworks/mlops-platforms Compare MLOps Platforms. Breakdowns of SageMaker, VertexAI, AzureML,...	34	Emerging	396	—
56	iterative/mlem 🐶 A tool to package, serve, and deploy any ML model on any platform....	33	Emerging	718	Python
57	City-of-Helsinki/mlops-template Generic repository template for small scale MLOps	33	Emerging	27	Python
58	GSTT-CSC/MLOps Framework for building ML apps	33	Emerging	17	Python
59	bodywork-ml/ml-pipeline-engineering Best practices for engineering ML pipelines.	33	Emerging	36	Jupyter Notebook
60	noronha-dataops/noronha DataOps framework for Machine Learning projects.	32	Emerging	62	Python
61	h2oai/mlops-dai-runtimes Production ready templates for deploying Driverless AI (DAI) scorers. ...	32	Emerging	18	Java
62	stateful-y/kedro-dagster Kedro plugin to support running pipelines on Dagster	32	Emerging	22	Python
63	khuyentran1401/production-ready-data-science-code Transform messy data science notebooks into production-ready code. Examples...	32	Emerging	94	Python
64	Chim-SO/mlops-template This is the MLOps Github template.	32	Emerging	28	Python
65	chassisml/chassis Chassis turns machine learning models into portable container images that...	31	Emerging	86	Python
66	zenml-io/zenbytes A simple guide to MLOps through ZenML and its various integrations.	31	Emerging	188	Jupyter Notebook
67	bodywork-ml/bodywork-core ML pipeline orchestration and model deployments on Kubernetes.	31	Emerging	435	Python
68	mlcommons/ck-mlops A collection of portable workflows, automation recipes and components for...	31	Emerging	19	Python
69	mlops-guide/mlops-guide.github.io 🛠 MLOps end-to-end guide and tutorial website, using IBM Watson, DVC, CML,...	31	Emerging	322	JavaScript
70	FernandoLpz/Kubeflow_Pipelines This repository aims to develop a step-by-step tutorial on how to build a...	30	Emerging	42	Python
71	GokuMohandas/data-engineering Construct a modern data stack and orchestration the workflows to create high...	30	Emerging	236	Jupyter Notebook
72	willyfh/mlops-workflow An MLOps workflow for training, inference, experiment tracking, model...	30	Emerging	16	Python
73	Azure/mlops-starter-sklearn Azure Machine Learning と GitHub を利用した MLOps のサンプルコード	30	Emerging	12	Python
74	PatrickCmd/mlops-project An end-to-end machine learning (mlops) project	29	Experimental	51	Jupyter Notebook
75	mlops-ai/mlops Open-source tool for tracking & monitoring machine learning models.	29	Experimental	23	TypeScript
76	solygambas/mlops-projects Hands-on MLOps projects to explore and learn the practical aspects of...	29	Experimental	100	Jupyter Notebook
77	jomariya23156/full-stack-on-prem-cv-mlops "1 config, 1 command from Jupyter Notebook to serve Millions of users",...	29	Experimental	54	Jupyter Notebook
78	mlops-guide/dvc-gitactions Example project with a complete MLOps cycle: versioning data, generating...	28	Experimental	49	Jupyter Notebook
79	indix/mlflow-gocd GoCD plugins to work with MLFlow as model repository in a CD flow	27	Experimental	32	Java
80	Chandru-21/MLOps_Project An end-to-end MLOps pipeline(CI/CD/CT/CM) project for training, versioning,...	26	Experimental	28	Python
81	Oxid15/cascade Lightweight and modular MLOps library targeted at small teams or individuals	25	Experimental	21	Python
82	dermatologist/kedro-multimodal Template for multi-modal machine learning in healthcare using Kedro. Combine...	25	Experimental	24	Python
83	Abhi0323/Agile-MLOps-Deployment-Docker-AWS-CI-CD-Pipeline An end-to-end predictive maintenance application using machine learning to...	25	Experimental	35	Python
84	Chameleon-company/MOP The Melbourne Open Data Playground GitHub community page is a part of the...	25	Experimental	17	Jupyter Notebook
85	jerife/MLOps-on-kubernetes MLOps Implementing "Brain Computer Interface" on Kubernetes	24	Experimental	16	Python
86	ashishpatel26/MLOps-Engineering-in-Action Reference code base for ML Engineering in Action, Manning Publications...	24	Experimental	20	Jupyter Notebook
87	NicoloAlbanese/airflow-ml-pipeline-mvp Machine Learning pipeline MVP on Docker and Apache Airflow	24	Experimental	15	Python
88	github/mlops Use GitHub to facilitate automation, collaboration and reproducibility in...	24	Experimental	27	JavaScript
89	albincorreya/ml-training-airflow-mlflow-example An example of setting up local audio ML training pipeline on Airflow with...	24	Experimental	24	Python
90	mtpatter/mlflow-tutorial Fully reproducible, Dockerized, step-by-step, tutorial on training and...	24	Experimental	20	Python
91	hamedonline/ml-workflow A hands-on case study for demonstrating the stages involved in a machine...	23	Experimental	38	Jupyter Notebook
92	santiagxf/mlflow-deployments Source code for the post Effortless deployments with MLFlow, showcasing how...	23	Experimental	16	Jupyter Notebook
93	siftly-ai/airdot-deployer Tool to take your ML model from local to production with one-line of code.	23	Experimental	25	Python
94	meln5674/mlflow-oidc-proxy Single Sign-on, RBAC, and Multi tenancy for MLFlow	23	Experimental	10	Go
95	nantu-io/ntcore Deploy and Monitor ML Model in Any Cloud	22	Experimental	39	Python
96	VishalKumar-S/Sales_Conversion_Optimization_MLOps_Project Sales Conversion Optimization MLOps: Boost revenue with AI-powered insights....	22	Experimental	21	HTML
97	ashishpatel26/MLFlow-End-to-End-Workshop-at-Chandigarh-University MLFlow End to End Workshop at Chandigarh University	21	Experimental	11	HTML
98	ggeop/ML-Project-Template This project contains a blueprint of a production ML structure. Also can...	21	Experimental	10	—
99	Nerdward/Mlops_project An end to end ML project. Using MLflow for experiment tracking and model...	21	Experimental	12	Jupyter Notebook
100	masatakashiwagi/mlops-practices This repository is a collection of MLOps case studies.	20	Experimental	36	SCSS
101	aws-samples/ml-lineage-helper A wrapper around SageMaker ML Lineage Tracking extending ML Lineage to...	20	Experimental	16	Python
102	Ezzaldin97/Batch-Serving-ML-Pipeline create a robust, simple, effecient, and modern end to end ML Batch Serving...	19	Experimental	10	Python
103	nsakki55/prefect-ml-workflow Example of how to build machine learning training workflow on AWS by Prefect	12	Experimental	12	Python

Comparisons in this category

airflow and argo-workflows (98 vs 76) mlrun and mlop (88 vs 53) mlrun and MLOps (88 vs 54) mlops-python-package and mlops-templates (51 vs 50) MLOps and mlop (54 vs 53)