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The Top 23 Data Science Reproducibility Open Source Projects

Open source projects categorized as Data Science Reproducibility
Categories > Data Processing > Data Science
Categories > Science > Reproducibility
Dvc ⭐ 12,813
🦉 ML Experiments Management with Git
dependent packages 64total releases 496most recent commit 3 months agopypi dvc} 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 21 hours agopypi wandb} Downloads
Mlreef ⭐ 1,403
The collaboration workspace for Machine Learning
most recent commit a year ago
Drake ⭐ 1,332
An R-focused pipeline toolkit for reproducibility and high-performance computing
dependent packages 1total releases 47most recent commit 6 months ago
Targets ⭐ 860
Function-oriented Make-like declarative workflows for R
most recent commit 20 days ago
Datmo ⭐ 322
Open source production model management tool for data scientists
total releases 41most recent commit 4 years ago
Plynx ⭐ 288
PLynx is a domain agnostic platform for managing reproducible experiments and data-oriented workflows.
total releases 57most recent commit 3 months ago
Anaconda Project ⭐ 214
Tool for encapsulating, running, and reproducing data science projects
dependent packages 2total releases 13most recent commit 6 months ago
Renku ⭐ 212
Renku provides a platform and tools for reproducible and collaborative data analysis.
most recent commit 3 months ago
Accelerator ⭐ 149
The Accelerator is a tool for fast and reproducible processing of large amounts of data.
dependent packages 1total releases 20most recent commit 2 years agopypi accelerator} Downloads
Steppy ⭐ 134
Lightweight, Python library for fast and reproducible experimentation 🔬
total releases 16most recent commit 5 years ago
Tarchetypes ⭐ 108
Archetypes for targets and pipelines
most recent commit 3 months ago
Rubicon Ml ⭐ 107
Capture all information throughout your model's development in a reproducible way and tie results directly to the model code!
total releases 44most recent commit 3 months ago
Forml ⭐ 100
ForML - A development framework and MLOps platform for the lifecycle management of data science projects
dependent packages 1total releases 14most recent commit a year agopypi forml} Downloads
Targets Tutorial ⭐ 90
Short course on the targets R package
most recent commit 5 months ago
Gittargets ⭐ 69
Data version control for reproducible analysis pipelines in R with {targets}.
most recent commit 5 months ago
Drake Examples ⭐ 58
Example workflows for the drake R package
most recent commit 2 years ago
Drake ⭐ 57
The user manual for the drake R package
most recent commit 3 years ago
Ds_for_s ⭐ 48
Materials for March 12 ENAR short course on Data Science for Statisticians
most recent commit 7 years ago
Open Solution Googleai Object Detection ⭐ 46
Open solution to the Google AI Object Detection Challenge 🍁
most recent commit 2 years ago
Targets Minimal ⭐ 45
A minimal example data analysis project with the targets R package
most recent commit 2 years ago
Open Solution Value Prediction ⭐ 39
Open solution to the Santander Value Prediction Challenge 🐠
most recent commit 2 years ago
Zntrack ⭐ 37
Create, visualize, run & benchmark DVC pipelines in Python & Jupyter notebooks.
dependent packages 2total releases 32most recent commit 3 months agopypi zntrack} Downloads
The 8 Most Depended On Data Science Reproducibility 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 21 hours agopypi wandb} Downloads
Dvc ⭐ 12,813
🦉 ML Experiments Management with Git
dependent packages 64total releases 496latest release December 06, 2023most recent commit 3 months agopypi dvc} Downloads
Zntrack ⭐ 37
Create, visualize, run & benchmark DVC pipelines in Python & Jupyter notebooks.
dependent packages 2total releases 32latest release September 22, 2023most recent commit 3 months agopypi zntrack} Downloads
Anaconda Project ⭐ 214
Tool for encapsulating, running, and reproducing data science projects
dependent packages 2total releases 13latest release August 12, 2022most recent commit 6 months ago
Jupyterlab Plugin ⭐ 8
JupyterLab plugin for provenance & reproducibility in data science
dependent packages 2total releases 35latest release April 02, 2020most recent commit 4 years agonpm @dotscience/jupyterlab-plugin} Downloads
Accelerator ⭐ 149
The Accelerator is a tool for fast and reproducible processing of large amounts of data.
dependent packages 1total releases 20latest release November 03, 2023most recent commit 2 years agopypi accelerator} Downloads
Forml ⭐ 100
ForML - A development framework and MLOps platform for the lifecycle management of data science projects
dependent packages 1total releases 14latest release May 28, 2023most recent commit a year agopypi forml} Downloads
Drake ⭐ 1,332
An R-focused pipeline toolkit for reproducibility and high-performance computing
dependent packages 1total releases 47latest release November 06, 2023most recent commit 6 months ago
The 10 Latest Releases In Data Science Reproducibility Open Source Projects
Dvc ⭐ 12,813
🦉 ML Experiments Management with Git
dependent packages 64total releases 496latest release December 06, 2023most recent commit 3 months agopypi dvc} 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 266latest release December 05, 2023most recent commit 21 hours agopypi wandb} Downloads
Drake ⭐ 1,332
An R-focused pipeline toolkit for reproducibility and high-performance computing
dependent packages 1total releases 47latest release November 06, 2023most recent commit 6 months ago
Accelerator ⭐ 149
The Accelerator is a tool for fast and reproducible processing of large amounts of data.
dependent packages 1total releases 20latest release November 03, 2023most recent commit 2 years agopypi accelerator} Downloads
Smartpipeline ⭐ 16
A framework for rapid development of robust data pipelines following a simple design pattern
total releases 9latest release September 27, 2023most recent commit 4 months ago
Zntrack ⭐ 37
Create, visualize, run & benchmark DVC pipelines in Python & Jupyter notebooks.
dependent packages 2total releases 32latest release September 22, 2023most recent commit 3 months agopypi zntrack} Downloads
Forml ⭐ 100
ForML - A development framework and MLOps platform for the lifecycle management of data science projects
dependent packages 1total releases 14latest release May 28, 2023most recent commit a year agopypi forml} Downloads
Anaconda Project ⭐ 214
Tool for encapsulating, running, and reproducing data science projects
dependent packages 2total releases 13latest release August 12, 2022most recent commit 6 months ago
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