GitHub stars · StarDay

1qdrant / qdrantQdrant - 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/RustApache-2.0 · Permissive35,447

2mlflow / mlflowThe 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.PythonApache-2.0 · Permissive28,698

3HumanSignal / label-studioLabel Studio is a multi-type data labeling and annotation tool with standardized output formatTypeScriptApache-2.0 · Permissive28,643

4jina-ai / serve☁️ Build multimodal AI applications with cloud-native stackPythonApache-2.0 · Permissive21,849

5NirDiamant / agents-towards-productionEnd-to-end, code-first tutorials for building production-grade GenAI agents. From prototype to enterprise deployment.Jupyter NotebookLicense not declared21,837

6EthicalML / awesome-production-machine-learningA curated list of awesome open source libraries to deploy, monitor, version and scale your machine learningMIT · Permissive21,075

7stas00 / ml-engineeringMachine Learning Engineering Open BookPythonCC-BY-SA-4.0 · Share derivative source19,672

8Avaiga / taipyAuthor description: Turns Data and AI algorithms into production-ready web applications in no time.PythonApache-2.0 · Permissive19,458

9microsoft / agent-lightningThe absolute trainer to light up AI agents.PythonMIT · Permissive18,908

10weaviate / weaviateWeaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database.GoLicense not declared16,940

11dagster-io / dagsterAn orchestration platform for the development, production, and observation of data assets.PythonApache-2.0 · Permissive16,375

12DataTalksClub / mlops-zoomcampFree MLOps course from DataTalks.Club. Register here 👇🏼 to get notified about the next cohortJupyter NotebookLicense not declared15,528

13visenger / awesome-mlopsA curated list of references for MLOpsLicense not declared14,272

14bentoml / OpenLLMRun any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.PythonApache-2.0 · Permissive12,583

15fivetran / great_expectationsAlways know what to expect from your data.PythonApache-2.0 · Permissive11,916

16wandb / wandbThe AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.PythonMIT · Permissive11,312

17kedro-org / kedroAuthor description: 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.PythonLicense not declared11,042

18aws / amazon-sagemaker-examplesExample 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker.Jupyter NotebookApache-2.0 · Permissive11,002

19skypilot-org / skypilotThe AI Compute Platform for frontier teams. SkyPilot turns fragmented AI compute into one AI supercomputer, so frontier AI teams build custom intelligence faster.PythonApache-2.0 · Permissive10,802

20chiphuyen / machine-learning-systems-designA booklet on machine learning systems design with exercises. NOT the repo for the book "Designing Machine Learning Systems", which is `dmls-book`HTMLLicense not declared10,720