reproducibility

There are 15 repositories under reproducibility topic.

dvc
iterative / dvc
🦉Data Version Control | Git for Data & Models | ML Experiments Management
data-science machine-learning reproducibility data-version-control git developer-tools collaboration ai python hacktoberfest
Language:Python 9741
client
wandb / client
🔥 A tool for visualizing and tracking your machine learning experiments. This repo contains the CLI and Python API.
machine-learning experiment-track deep-learning keras tensorflow pytorch hyperparameter-search reinforcement-learning mlops data-science collaboration hyperparameter-optimization reproducibility hyperparameter-tuning data-versioning model-versioning ml-platform
Language:Python 3910
IDSIA / sacred
Sacred is a tool to help you configure, organize, log and reproduce experiments developed at IDSIA.
python machine-learning infrastructure reproducible-research reproducibility reproducible-science mongodb
Language:Python 3826
catalyst-team / catalyst
Accelerated deep learning R&D
computer-vision deep-learning distributed-computing image-classification image-processing image-segmentation information-retrieval infrastructure machine-learning metric-learning natural-language-processing object-detection python pytorch recommender-system reinforcement-learning reproducibility research text-classification text-segmentation
Language:Python 2932
rlworkgroup / garage
A toolkit for reproducible reinforcement learning research.
rl-algorithms reproducibility pytorch tensorflow
Language:Python 1449
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.
vps ansible comparison python hosting reproducibility transparency independence cloud
Language:Python 1388
MLReef / mlreef
The collaboration workspace for Machine Learning
mlops mlops-environment artificial-intelligence machine-learning machine-learning-algorithms deep-learning deeplearning models tensorflow pytorch data-science mxnet reproducibility
Language:Kotlin 1383
snakemake / snakemake
This is the development home of the workflow management system Snakemake. For general information, see
reproducibility snakemake workflow-management
Language:HTML 1357
Cloud-CV / EvalAI
:cloud: :rocket: :bar_chart: :chart_with_upwards_trend: Evaluating state of the art in AI
ai machine-learning django angularjs python ai-challenges docker reproducible-research reproducibility evaluation challenge evalai leaderboard artificial-intelligence angular7
Language:Python 1354
ropensci / drake
An R-focused pipeline toolkit for reproducibility and high-performance computing
reproducibility high-performance-computing r data-science drake makefile pipeline workflow reproducible-research rstats r-package ropensci peer-reviewed
Language:R 1319
ashleve / lightning-hydra-template
PyTorch Lightning + Hydra. A very user-friendly template for rapid and reproducible ML experimentation with best practices. ⚡🔥⚡
best-practices comet config deep-learning experiment-tracking experiments hydra mlflow mlops neptune project-structure pytorch pytorch-lightning reproducibility research template tensorboard wandb
Language:Python 1283
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.
recommender-system recommendation-system recommendation-algorithms deep-learning evaluation-framework neural-network collaborative-filtering content-based-recommendation hybrid-recommender-system reproducibility reproducible-research knn matrix-factorization matrix-completion bpr bprmf bprslim funksvd slimelasticnet hyperparameters
Language:Python 891
reprex
tidyverse / reprex
Render bits of R code for sharing, e.g., on GitHub or StackOverflow.
github r reproducibility rmarkdown stackoverflow
Language:R 677
gtsummary
ddsjoberg / gtsummary
Presentation-Ready Data Summary and Analytic Result Tables
r summary-tables statistics rstats r-package gt html5 easy-to-use summary-statistics reproducible-research reproducibility regression-models tableone table1
Language:R 659
ropensci / targets
Function-oriented Make-like declarative workflows for R
data-science high-performance-computing make peer-reviewed pipeline r r-package r-targetopia reproducibility reproducible-research rstats targets workflow
Language:R 587
benmarwick / rrtools
rrtools: Tools for Writing Reproducible Research in R
r reproducible-research reproducibility reproducible-science research-project research-paper research-tool reproducible-paper research-compendium
Language:R 567
kwotsin / mimicry
[CVPR 2020 Workshop] A PyTorch GAN library that reproduces research results for popular GANs.
generative-adversarial-networks gans reproducibility pytorch generative-models machine-learning gan sngan sngan-projection wgan-gp ssgan dcgan infomax-gan cgan cvpr python cvpr2020 cvpr20
Language:Python 547
openwdl / wdl
Workflow Description Language - Specification and Implementations
bioinformatics cloud cromwell openwdl reproducibility reproducible-science wdl workflow
Language:Java 540
mach-nix
DavHau / mach-nix
Create highly reproducible python environments
mach-nix python-packages python-environment nix-expression nix nixos reproducibility nixpkgs python-deps python
Language:Python 539
henripal / labnotebook
LabNotebook is a tool that allows you to flexibly monitor, record, save, and query all your machine learning experiments.
machine-learning reproducibility reproducible-research python postgresql webapp vuejs experimental-data postgres experiment-manager
Language:Jupyter Notebook 528
grok-ai / nn-template
Generic template to bootstrap your PyTorch project.
best-practices best-practises cookiecutter deep-learning dvc github-actions hydra mkdocs pre-commit project-structure pytorch pytorch-lightning reproducibility research streamlit template wandb weights-and-biases
Language:Python 454
minerva-ml / open-solution-home-credit
Open solution to the Home Credit Default Risk challenge :house_with_garden:
competition credit-risk credit-scoring deep-learning feature-engineering kaggle lightgbm machine-learning neptune open-source pipeline pipeline-framework python python3 python35 reproducibility reproducible-experiments xgboost
Language:Python 409
toshas / torch-fidelity
High-fidelity performance metrics for generative models in PyTorch
pytorch metrics gan generative-model evaluation inception-score frechet-inception-distance kernel-inception-distance perceptual-path-length precision reproducibility reproducible-research
Language:Python 395
datmo / datmo
Open source production model management tool for data scientists
machine-learning reproducibility version-control artificial-intelligence deep-learning data-science
Language:Python 341
tweag / jupyterWith
declarative and reproducible Jupyter environments - powered by Nix
jupyterlab nix jupyter jupyter-notebooks reproducibility
Language:Jupyter Notebook 336
getpopper / popper
Container-native task automation engine.
reproducibility cli devops sciops containers workflows docker singularity podman automation-engine
Language:Python 257
reprozip
VIDA-NYU / reprozip
ReproZip is a tool that simplifies the process of creating reproducible experiments from command-line executions, a frequently-used common denominator in computational science.
archiving computational-science docker hacktoberfest linux nyu ptrace python reproducibility reproducible-research reproducible-science reprounzip reprozip science scientific-computing vagrant
Language:Python 257
plynx-team / plynx
PLynx is a domain agnostic platform for managing reproducible experiments and data-oriented workflows.
data-science machine-learning reproducibility collaboration experiments distributed workflow plynx
Language:JavaScript 234
snakemake-workflows / rna-seq-star-deseq2
RNA-seq workflow using STAR and DESeq2
snakemake sciworkflows reproducibility gene-expression-analysis deseq2
Language:Python 212
awesome-reproducible-research
leipzig / awesome-reproducible-research
A curated list of reproducible research case studies, projects, tutorials, and media
awesome-list awesome reproducibility reproducible-research reproducible-science reproducible-analysis reproducible-workflows
Language:Python 190
Anaconda-Platform / anaconda-project
Tool for encapsulating, running, and reproducing data science projects
data anaconda conda-environment reproducibility datascience running encapsulation
Language:Python 177
SwissDataScienceCenter / renku
Renku provides a platform and tools for reproducible and collaborative data analysis.
datascience collaboration reproducibility renku knowledge-graph
Language:Scala 176
nix-community / dream2nix
Nixify software with less effort [maintainer=@DavHau]
2nix dream-to-nix lang2nix nix nixos nodejs package-management reproducibility rust
Language:Nix 174
snakemake-workflows / dna-seq-gatk-variant-calling
This Snakemake pipeline implements the GATK best-practices workflow
reproducibility snakemake sciworkflows genomic-variant-calling gatk
Language:Python 174
maxmcd / bramble
Purely functional build system and package manager
bramble starlark build-system reproducibility package-manager golang
Language:Go 173
clementchadebec / benchmark_VAE
Library for Variational Autoencoder benchmarking
benchmarking vae variational-autoencoder pytorch reproducible-research reproducibility deep-learning machine-learning research python comparison autoencoder generative-model
Language:Python 172

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