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The Top 23 Mlops Open Source Projects

Open source projects categorized as Mlops
Categories > Mlops
Made With Ml ⭐ 35,496
Learn how to design, develop, deploy and iterate on production-grade ML applications.
total releases 5most recent commit 5 months ago
Airflow ⭐ 34,299
Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
dependent packages 320total releases 169most recent commit 15 days agopypi apache-airflow} Downloads
Jina ⭐ 19,573
☁️ Build multimodal AI applications with cloud-native stack
dependent packages 16total releases 2,453most recent commit 3 months agopypi jina} Downloads
Label Studio ⭐ 16,339
Label Studio is a multi-type data labeling and annotation tool with standardized output format
dependent packages 3total releases 183most recent commit 12 days agopypi label-studio} Downloads
Awesome Production Machine Learning ⭐ 15,804
A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
most recent commit 23 days ago
Qdrant ⭐ 15,789
Qdrant - High-performance, massive-scale Vector Database for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
most recent commit 3 months ago
Prefect ⭐ 14,603
Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines
dependent packages 152total releases 249most recent commit a day agopypi prefect} Downloads
Argo Workflows ⭐ 14,264
Workflow Engine for Kubernetes
dependent packages 51total releases 449most recent commit 5 days ago
Vllm ⭐ 13,832
A high-throughput and memory-efficient inference and serving engine for LLMs
dependent packages 14total releases 14most recent commit 3 months agopypi vllm} Downloads
Nni ⭐ 13,725
An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
dependent packages 27total releases 55most recent commit 2 months agopypi nni} Downloads
Awesome Mlops ⭐ 11,723
A curated list of references for MLOps
most recent commit 2 days ago
Dagster ⭐ 9,467
An orchestration platform for the development, production, and observation of data assets.
dependent packages 133total releases 585most recent commit 3 months agopypi dagster} Downloads
Kedro ⭐ 9,353
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.
dependent packages 64total releases 46most recent commit 2 days agopypi kedro} Downloads
Weaviate ⭐ 9,327
Weaviate 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​.
dependent packages 14total releases 131most recent commit 15 days ago
Amazon Sagemaker Examples ⭐ 9,221
Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker.
most recent commit 3 months ago
Great_expectations ⭐ 9,179
Always know what to expect from your data.
dependent packages 53total releases 256most recent commit 3 months agopypi great-expectations} Downloads
Mlops Zoomcamp ⭐ 8,173
Free MLOps course from DataTalks.Club
most recent commit 3 months ago
Wandb ⭐ 8,136
🔥 A tool for visualizing and tracking your machine learning experiments. This repo contains the CLI and Python API.
dependent packages 622total releases 266most recent commit 15 days agopypi wandb} Downloads
Openllm ⭐ 7,871
Operating LLMs in production
dependent packages 2total releases 132most recent commit 3 months agopypi openllm} Downloads
Machine Learning Systems Design ⭐ 7,818
A booklet on machine learning systems design with exercises. NOT the repo for the book "Designing Machine Learning Systems"
most recent commit a year ago
Deeplake ⭐ 7,689
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
dependent packages 31total releases 118most recent commit 5 days agopypi deeplake} Downloads
Metaflow ⭐ 7,524
🚀 Build and manage real-life ML, AI, and data science projects with ease!
dependent packages 25total releases 103most recent commit 15 days agopypi metaflow} Downloads
Ml Engineering ⭐ 6,720
Machine Learning Engineering Open Book
most recent commit 3 months ago
The 10 Most Depended On Mlops Open Source Projects
Wandb ⭐ 8,136
🔥 A tool for visualizing and tracking your machine learning experiments. This repo contains the CLI and Python API.
dependent packages 622total releases 266latest release December 05, 2023most recent commit 15 days agopypi wandb} Downloads
Airflow ⭐ 34,299
Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
dependent packages 320total releases 169latest release November 27, 2023most recent commit 15 days agopypi apache-airflow} Downloads
Prefect ⭐ 14,603
Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines
dependent packages 152total releases 249latest release December 08, 2023most recent commit a day agopypi prefect} Downloads
Dagster ⭐ 9,467
An orchestration platform for the development, production, and observation of data assets.
dependent packages 133total releases 585latest release December 07, 2023most recent commit 3 months agopypi dagster} Downloads
Pipelines ⭐ 3,368
Machine Learning Pipelines for Kubeflow
dependent packages 77total releases 129latest release October 27, 2023most recent commit 3 months agopypi kfp} Downloads
Flytekit ⭐ 175
Extensible Python SDK for developing Flyte tasks and workflows. Simple to get started and learn and highly extensible.
dependent packages 55total releases 350latest release December 06, 2023most recent commit 3 months agopypi flytekit} Downloads
Great_expectations ⭐ 9,179
Always know what to expect from your data.
dependent packages 53total releases 256latest release December 08, 2023most recent commit 3 months agopypi great-expectations} Downloads
Argo Workflows ⭐ 14,264
Workflow Engine for Kubernetes
dependent packages 51total releases 449latest release November 27, 2023most recent commit 5 days ago
Neptune Client ⭐ 518
📘 The MLOps stack component for experiment tracking
dependent packages 43total releases 197latest release December 07, 2023most recent commit 15 days agopypi neptune-client} Downloads
The 10 Latest Releases In Mlops Open Source Projects
Starwhale ⭐ 178
an MLOps/LLMOps platform
total releases 177latest release January 19, 2024most recent commit 3 months ago
Feathub ⭐ 255
FeatHub - A stream-batch unified feature store for real-time machine learning
total releases 371latest release December 12, 2023most recent commit 7 months ago
Nucliadb ⭐ 532
NucliaDB, The AI Search database for unstructured data
dependent packages 5total releases 824latest release December 11, 2023most recent commit 3 months agopypi nucliadb-models} Downloads
Haupt ⭐ 451
Lineage metadata API, artifacts streams, sandbox, API, and spaces for Polyaxon
dependent packages 1total releases 86latest release December 10, 2023most recent commit 15 days agopypi haupt} Downloads
Polyaxon ⭐ 3,438
MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle
dependent packages 12total releases 418latest release December 09, 2023most recent commit 3 months agopypi polyaxon} Downloads
Label Studio ⭐ 16,339
Label Studio is a multi-type data labeling and annotation tool with standardized output format
dependent packages 3total releases 183latest release December 08, 2023most recent commit 12 days agopypi label-studio} Downloads
Great_expectations ⭐ 9,179
Always know what to expect from your data.
dependent packages 53total releases 256latest release December 08, 2023most recent commit 3 months agopypi great-expectations} Downloads
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