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reproducibility

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dvc

iterative /dvc

🦉 Data Versioning and ML Experiments

data-science machine-learning ai developer-tools reproducibility data-version-control unstructured-data

UpdatedJul 16, 2025
Python

wandb

wandb /wandb

The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.

data-science machine-learning reinforcement-learning ai deep-learning tensorflow keras collaboration pytorch hyperparameter-optimization reproducibility hyperparameter-tuning data-versioning hyperparameter-search model-versioning jax mlops experiment-track ml-platform

UpdatedJul 18, 2025
Python

ashleve /lightning-hydra-template

PyTorch Lightning + Hydra. A very user-friendly template for ML experimentation. ⚡🔥⚡

config template deep-learning best-practices pytorch hydra reproducibility project-structure mlops pytorch-lightning

UpdatedAug 16, 2024
Python

IDSIA /sacred

Sacred is a tool to help you configure, organize, log and reproduce experiments developed at IDSIA.

python infrastructure machine-learning mongodb reproducible-research reproducible-science reproducibility

UpdatedNov 26, 2024
Python

catalyst-team /catalyst

Accelerated deep learning R&D

python infrastructure machine-learning natural-language-processing information-retrieval research reinforcement-learning computer-vision deep-learning text-classification distributed-computing image-processing pytorch image-classification metric-learning recommender-system object-detection image-segmentation reproducibility text-segmentation

UpdatedJun 27, 2025
Python

snakemake /snakemake

This is the development home of the workflow management system Snakemake. For general information, see

snakemake reproducibility workflow-management

UpdatedJul 18, 2025
Python

rlworkgroup /garage

A toolkit for reproducible reinforcement learning research.

tensorflow pytorch reproducibility rl-algorithms

UpdatedMay 4, 2023
Python

clementchadebec /benchmark_VAE

Unifying Variational Autoencoder (VAE) implementations in Pytorch (NeurIPS 2022)

benchmarking reproducible-research pytorch comparison vae pixel-cnn reproducibility beta-vae vae-gan normalizing-flows variational-autoencoder vq-vae wasserstein-autoencoder vae-implementation vae-pytorch

UpdatedJul 31, 2024
Python

Cloud-CV /EvalAI

☁️ 🚀 📊 📈 Evaluating state of the art in AI

python angularjs docker challenge coveralls machine-learning django ai travis-ci reproducible-research leaderboard evaluation artificial-intelligence ai-challenges codecov reproducibility evalai

UpdatedJul 17, 2025
Python

the-nix-way /dev-templates

Dev environments for numerous languages based on Nix flakes [maintainer=@lucperkins]

nix reproducibility flakes

UpdatedJun 8, 2025
Nix

MLReef /mlreef

The collaboration workspace for Machine Learning

data-science machine-learning deep-learning mxnet tensorflow models machine-learning-algorithms pytorch artificial-intelligence deeplearning reproducibility mlops mlops-environment

UpdatedNov 1, 2022
Kotlin

joedicastro /vps-comparison

A comparison between some VPS providers. It uses Ansible to perform a series of automated benchmark tests over the VPS servers that you specify. It allows the reproducibility of those tests by anyone that wanted to compare these results to their own. All the tests results are available in order to provide independence and transparency.

python ansible cloud independence hosting vps comparison transparency reproducibility

UpdatedMay 22, 2018
Python

ropensci /drake

An R-focused pipeline toolkit for reproducibility and high-performance computing

workflow data-science r pipeline reproducible-research makefile high-performance-computing rstats r-package reproducibility ropensci drake peer-reviewed

UpdatedDec 4, 2024
R

nix-community /dream2nix

Simplified nix packaging for various programming language ecosystems [maintainer=@DavHau]

nodejs rust nix nixos reproducibility hacktoberfest package-management lang2nix dream-to-nix 2nix nix-community-buildbot

UpdatedJul 18, 2025
Nix

gtsummary

ddsjoberg /gtsummary

Presentation-Ready Data Summary and Analytic Result Tables

r statistics html5 reproducible-research rstats easy-to-use r-package reproducibility regression-models gt summary-statistics tableone table1 summary-tables

UpdatedJul 15, 2025
R

torch-fidelity

toshas /torch-fidelity

High-fidelity performance metrics for generative models in PyTorch

reproducible-research metrics evaluation pytorch gan generative-model reproducibility precision inception-score frechet-inception-distance kernel-inception-distance perceptual-path-length

UpdatedJan 25, 2024
Python

targets

ropensci /targets

Function-oriented Make-like declarative workflows for R

workflow data-science r pipeline reproducible-research high-performance-computing make rstats r-package reproducibility targets peer-reviewed r-targetopia

UpdatedJul 17, 2025
R

MaurizioFD /RecSys2019_DeepLearning_Evaluation

This is the repository of our article published in RecSys 2019 "Are We Really Making Much Progress? A Worrying Analysis of Recent Neural Recommendation Approaches" and of several follow-up studies.

deep-learning neural-network reproducible-research collaborative-filtering matrix-factorization hyperparameters bpr recommendation-system recommender-system reproducibility recommendation-algorithms knn matrix-completion evaluation-framework content-based-recommendation hybrid-recommender-system funksvd bprmf bprslim slimelasticnet

UpdatedMay 25, 2023
Python

mach-nix

DavHau /mach-nix

Create highly reproducible python environments

python nix nixos nixpkgs reproducibility python-packages python-environment mach-nix nix-expression python-deps

UpdatedMay 20, 2024
Python

openwdl /wdl

Specification for the Workflow Description Language (WDL).

workflow cloud bioinformatics reproducible-science wdl reproducibility openwdl

UpdatedJul 18, 2025

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