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Best Open Source mlops Libraries

A curated list of the most popular GitHub repositories tagged with mlops. Select any project to visualize its architecture and dive into the codebase using RepoMind's AI engine.

#1GokuMohandas/Made-With-ML

Learn how to design, develop, deploy and iterate on production-grade ML applications.

46,391Jupyter Notebook
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#2apache/airflow

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

44,349Python
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#3qdrant/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/

28,981Rust
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#4HumanSignal/label-studio

Label Studio is a multi-type data labeling and annotation tool with standardized output format

26,476TypeScript
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#5mlflow/mlflow

The open source developer platform to build AI agents and models with confidence. Enhance your AI applications with end-to-end tracking, observability, and evaluations, all in one integrated platform.

24,349Python
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#6jina-ai/serve

☁️ Build multimodal AI applications with cloud-native stack

21,830Python
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#7EthicalML/awesome-production-machine-learning

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

20,160
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#8Avaiga/taipy

Turns Data and AI algorithms into production-ready web applications in no time.

19,083Python
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#9NirDiamant/agents-towards-production

This repository delivers end-to-end, code-first tutorials covering every layer of production-grade GenAI agents, guiding you from spark to scale with proven patterns and reusable blueprints for real-world launches.

17,410Jupyter Notebook
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#10dagster-io/dagster

An orchestration platform for the development, production, and observation of data assets.

14,983Python
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#11microsoft/nni

An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.

14,341Python
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#12DataTalksClub/mlops-zoomcamp

Free MLOps course from DataTalks.Club

14,237Jupyter Notebook
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#13visenger/awesome-mlops

A curated list of references for MLOps

13,711
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#14chiphuyen/machine-learning-systems-design

A booklet on machine learning systems design with exercises. NOT the repo for the book "Designing Machine Learning Systems", which is `dmls-book`

9,986HTML
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#15Netflix/metaflow

Build, Manage and Deploy AI/ML Systems

9,787Python
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#16activeloopai/deeplake

Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, & visualize any AI data. Stream data in real-time to PyTorch/TensorFlow. https://activeloop.ai

9,008C++
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#17flyteorg/flyte

Scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks.

6,747Go
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#18feast-dev/feast

The Open Source Feature Store for AI/ML

6,727Python
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#19clearml/clearml

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

6,533Python
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