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mlops GitHub repositories

Explore 51 tracked GitHub repositories tagged mlops. Compare their recorded star activity and implementation languages, then follow related topics to find other projects.

Snapshot: 2026-10-28. The collection gained 141 stars since the previous daily snapshot.

Tracked repositories: 51
Total stars: 422,874
Stars gained · 7 days: +937
Stars gained · 30 days: +4,502

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Star activity for mlops repositories on this page
Repository	Total stars	Today	7 days	30 days
apache/airflow	47.3K	+5	+54	+295
qdrant/qdrant	35.3K	+17	+120	+428
mlflow/mlflow	28.6K	+17	+93	+409
NirDiamant/agents-towards-production	21.8K	+4	+49	+280
EthicalML/awesome-production-machine-learning	21.0K	+1	+23	+86

Explore repositories

Showing 1–50 of 51 tracked repositories.

apache/airflow

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

qdrant/qdrant

Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/

mlflow/mlflow

The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.

★ 28.6K+17 todayPython

ai machine-learning

NirDiamant/agents-towards-production

End-to-end, code-first tutorials for building production-grade GenAI agents. From prototype to enterprise deployment.

EthicalML/awesome-production-machine-learning

A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning

stas00/ml-engineering

Machine Learning Engineering Open Book

★ 19.6K+14 todayPython

microsoft/agent-lightning

The absolute trainer to light up AI agents.

★ 18.8K+13 todayPython

argoproj/argo-workflows

Workflow Engine for Kubernetes

★ 17.1K+4 todayGo

machine-learning hacktoberfest

DataTalksClub/mlops-zoomcamp

Free MLOps course from DataTalks.Club. Register here 👇🏼 to get notified about the next cohort

★ 15.5K+2 todayJupyter Notebook

machine-learning mlops

bentoml/OpenLLM

Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.

★ 12.6K+2 todayPython

wandb/wandb

The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.

kedro-org/kedro

Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.

★ 11.0K+1 todayPython

machine-learning agentic-ai

aws/amazon-sagemaker-examples

Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker.

★ 11.0K+1 todayJupyter Notebook

machine-learning deep-learning

skypilot-org/skypilot

The AI Compute Platform for frontier teams. SkyPilot turns fragmented AI compute into one AI supercomputer, so frontier AI teams build custom intelligence faster.

Netflix/metaflow

Build, Manage and Deploy AI/ML Systems

bentoml/BentoML

The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more!

★ 8.9K+2 todayPython

llm machine-learning

evidentlyai/evidently

Evidently is an open-source ML and LLM observability framework. Evaluate, test, and monitor any AI-powered system or data pipeline. From tabular data to Gen AI. 100+ metrics.

★ 8.0K+4 todayJupyter Notebook

llm machine-learning

flyteorg/flyte

Type-safe, distributed orchestration of agents, ML pipelines, and real-time inference on your k8s — in pure Python with async/await, also other languages (rust, go and ts)

★ 7.8K+9 todayGo

machine-learning python

feast-dev/feast

The Open Source Feature Store for AI/ML

★ 7.3K+2 todayPython

machine-learning data-science

lance-format/lance

Open Lakehouse Format for Multimodal AI. Convert from Parquet in 2 lines of code for 100x faster random access, vector index, and data versioning. Compatible with Pandas, DuckDB, Polars, Pyarrow, and PyTorch with more integrations coming..

★ 7.2K+5 todayRust

machine-learning python

clearml/clearml

ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution

★ 6.9K+0 todayPython

ai machine-learning

aimhubio/aim

Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.

★ 6.3K+0 todayPython

ai machine-learning

kserve/kserve

Standardized Distributed Generative and Predictive AI Inference Platform for Scalable, Multi-Framework Deployment on Kubernetes

Giskard-AI/giskard-oss

🐢 Open-Source Evaluation & Testing library for LLM Agents

★ 5.9K+6 todayPython

zenml-io/zenml

ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io.

argilla-io/argilla

Argilla is a collaboration tool for AI engineers and domain experts to build high-quality datasets

★ 5.2K+1 todayPython

alvinreal/awesome-opensource-ai

Curated list of the best truly open-source AI projects, models, tools, and infrastructure. Daily updated.

★ 4.9K+3 todayPython

SwanHubX/SwanLab

⚡️SwanLab - an open-source, modern-design AI training tracking and visualization tool. Supports Cloud / Self-hosted use. Integrated with PyTorch / Transformers / verl / LLaMA Factory / ms-swift / Ultralytics / MMEngine / Keras etc.

★ 4.3K+0 todayPython

llm machine-learning

kubeflow/pipelines

Machine Learning Pipelines for Kubeflow

★ 4.3K+0 todayPython

machine-learning data-science

TarrySingh/Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials

Synapsa Commons: free, hands-on AI courses that run anywhere (Colab, Kaggle, Binder, Codespaces, Jupyter). EU AI Act conformity evidence, model validation, predictive maintenance, document extraction, retrieval and RAG, AI agents and MCP, a simulated humanoid. Every lesson autograded. From the team building Synapsa.

Netflix/maestro

Maestro: Netflix’s Workflow Orchestrator

hemansnation/AI-Engineer-Headquarters

A collection of scientific methods, processes, algorithms, and systems to build stories & models.

★ 3.8K+1 todayJupyter Notebook

polyaxon/polyaxon

AI Infra / AI Orchestration / AI Control Plane

superlinked/sie

Open-source inference server and production cluster for all the models your agent needs.

vllm-project/vllm-ascend

Community maintained hardware plugin for vLLM on Huawei Ascend

★ 3.0K+6 todayPython

apache/hamilton

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

data-infra/cube-studio

cubestudio开源云原生一站式机器学习/深度学习/大模型AI平台/MaaS/mlops/人工智能平台/训推平台，算法全链路流程，多租户，算力租赁平台，token中转，拖拉拽任务流pipeline编排，多机多卡分布式训练，超参搜索，推理服务，VGPU虚拟化，云边端协同，边缘计算，自动化标注平台，deepseek等大模型sft微调/奖励模型/强化学习训练，vllm/ollama/mindie大模型多机推理，私有知识库llmops智能体，AI模型市场，支持国产异构算力调度,昇腾/寒武纪/海光/摩尔/沐曦等，支持ib/roce/RDMA，信创支持

★ 2.6K+3 todayPython

machine-learning deepseek

kubeflow/trainer

Distributed AI Model Training and LLM Fine-Tuning on Kubernetes

★ 2.3K+2 todayGo

kubeflow/katib

Automated Machine Learning on Kubernetes

★ 1.7K+0 todayPython

mlrun/mlrun

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.

★ 1.7K+0 todayPython

machine-learning data-science

kitops-ml/kitops

An open source DevOps tool from the CNCF for packaging and versioning AI/ML models, datasets, code, and configuration into an OCI Artifact.

fmind/mlops-python-package

Production-shaped MLOps Python package and reference implementation of the MLOps Coding Course: MLflow, scikit-learn, Pydantic, Pandera, uv, and mise.

★ 1.4K+0 todayPython

machine-learning data-science

mosecorg/mosec

A high-performance ML model serving framework, offers dynamic batching and CPU/GPU pipelines to fully exploit your compute machine

★ 902+0 todayPython

llm machine-learning

zszazi/Deep-learning-in-cloud

List of Deep Learning Cloud Providers

★ 827+1 todayUnknown

machine-learning deep-learning

MLOps-Courses/mlops-coding-course

Learn how to create, develop, and maintain a state-of-the-art MLOps code base

★ 745+0 todayUnknown

machine-learning python

databricks/mlops-stacks

This repo provides a customizable stack for starting new ML projects on Databricks that follow production best-practices out of the box.

★ 723+0 todayGo Template

machine-learning mlops

nuclia/nucliadb

NucliaDB, The AI Search database for RAG

★ 722+0 todayPython

machine-learning rust

statmike/gcp-mlops

Google Cloud Platform Vertex AI end-to-end workflows for machine learning operations

★ 718+1 todayJupyter Notebook

machine-learning deep-learning

Meesho/BharatMLStack

BharatMLStack is an open-source, end-to-end machine learning infrastructure stack built at Meesho to support real-time and batch ML workloads at Bharat scale

★ 716+0 todayGo

ai machine-learning

superlinked/VectorHub

Deprecated historical repo. Superlinked now develops SIE, a self-hosted inference engine for embeddings, reranking, OCR, extraction, and document processing.

★ 533+0 todayJupyter Notebook