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The Top 23 Python Data Science Mlops Open Source Projects

Open source projects categorized as Python 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 ⭐ 34,468
Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
dependent packages 320total releases 169most recent commit a day 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 3 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
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
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
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 7 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 17 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
Taipy ⭐ 4,311
Turns Data and AI algorithms into production-ready web applications in no time.
total releases 26most recent commit 3 months ago
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
Deepchecks ⭐ 3,206
Deepchecks: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source solution for all of your AI & ML validation needs, enabling to thoroughly test your data and models from research to production.
dependent packages 6total releases 55most recent commit 3 months agopypi deepchecks} Downloads
Lance ⭐ 3,003
Modern columnar data format for ML and LLMs implemented in Rust. Convert from parquet in 2 lines of code for 100x faster random access, vector index, and data versioning. Compatible with Pandas, DuckDB, Polars, Pyarrow, with more integrations coming..
dependent packages 11total releases 108most recent commit 3 months agopypi pylance} Downloads
Whylogs ⭐ 2,533
An open-source data logging library for machine learning models and data pipelines. 📚 Provides visibility into data quality & model performance over time. 🛡️ Supports privacy-preserving data collection, ensuring safety & robustness. 📈
total releases 20most recent commit 20 days ago
Mlops Course ⭐ 2,427
Learn how to design, develop, deploy and iterate on production-grade ML applications.
most recent commit 9 months ago
Nannyml ⭐ 1,695
nannyml: post-deployment data science in python
total releases 26most recent commit 3 months ago
Featureform ⭐ 1,670
The Virtual Feature Store. Turn your existing data infrastructure into a feature store.
total releases 132most recent commit 18 days ago
Budgetml ⭐ 1,290
Deploy a ML inference service on a budget in less than 10 lines of code.
total releases 4most recent commit a year ago
The 10 Most Depended On Python Data Science Mlops Open Source Projects
Airflow ⭐ 34,468
Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
dependent packages 320total releases 169latest release November 27, 2023most recent commit a day 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 3 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 Python 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
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 3 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 18 days ago
Mlrun ⭐ 1,177
Machine Learning automation and tracking
total releases 486latest release December 07, 2023most recent commit 3 months ago
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
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