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The Top 23 Data Science Mlops Open Source Projects

Open source projects categorized as Data Science Mlops
Categories > Data Processing > Data Science
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 16 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 249most recent commit 2 days agopypi prefect} 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 3 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
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
Wandb ⭐ 8,204
🔥 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 19 hours agopypi wandb} 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 6 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 16 days agopypi metaflow} Downloads
Feast ⭐ 5,053
Feature Store for Machine Learning
dependent packages 28total releases 116most recent commit 3 months agopypi feast} Downloads
Aim ⭐ 4,497
Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.
total releases 172most recent commit 3 months ago
Flyte ⭐ 4,380
Scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks.
dependent packages 35total releases 266most recent commit 3 months agopypi flyteidl} Downloads
Evidently ⭐ 4,348
Evaluate and monitor ML models from validation to production. Join our Discord: https://discord.com/invite/xZjKRaNp8b
dependent packages 7total releases 89most recent commit 3 months agopypi evidently} Downloads
Taipy ⭐ 4,311
Turns Data and AI algorithms into production-ready web applications in no time.
total releases 26most recent commit 3 months ago
Zenml ⭐ 3,626
ZenML 🙏: Build portable, production-ready MLOps pipelines. https://zenml.io.
dependent packages 2total releases 116most recent commit 16 days agopypi zenml} Downloads
Polyaxon ⭐ 3,438
MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle
dependent packages 12total releases 418most recent commit 3 months agopypi polyaxon} Downloads
God Level Data Science Ml Full Stack ⭐ 3,384
A collection of scientific methods, processes, algorithms, and systems to build stories & models. Whether you are a fresher in the field or an experienced professional who wants to transition into Data Science & AI
most recent commit 4 months ago
Pipelines ⭐ 3,368
Machine Learning Pipelines for Kubeflow
dependent packages 77total releases 129most recent commit 3 months agopypi kfp} Downloads
Ploomber ⭐ 3,318
The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️
dependent packages 7total releases 115most recent commit 3 months agopypi ploomber} Downloads
Awesome Mlops ⭐ 3,233
😎 A curated list of awesome MLOps tools
most recent commit 3 months ago
The 10 Most Depended On Data Science Mlops Open Source Projects
Wandb ⭐ 8,204
🔥 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 19 hours 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 16 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 2 days 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
Flyte ⭐ 4,380
Scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks.
dependent packages 35total releases 266latest release December 06, 2023most recent commit 3 months agopypi flyteidl} Downloads
Feast ⭐ 5,053
Feature Store for Machine Learning
dependent packages 28total releases 116latest release September 07, 2023most recent commit 3 months agopypi feast} Downloads
The 10 Latest Releases In Data Science Mlops Open Source Projects
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
Haupt ⭐ 451
Lineage metadata API, artifacts streams, sandbox, API, and spaces for Polyaxon
dependent packages 1total releases 86latest release December 10, 2023most recent commit 16 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
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
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 2 days 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
Featureform ⭐ 1,670
The Virtual Feature Store. Turn your existing data infrastructure into a feature store.
total releases 132latest release December 07, 2023most recent commit 17 days ago
Mlrun ⭐ 1,177
Machine Learning automation and tracking
total releases 486latest release December 07, 2023most recent commit 3 months ago
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