There are 23 repositories under reproducibility topic.
🔥 A tool for visualizing and tracking your machine learning experiments. This repo contains the CLI and Python API.
Sacred is a tool to help you configure, organize, log and reproduce experiments developed at IDSIA.
PyTorch Lightning + Hydra. A very user-friendly template for ML experimentation. ⚡🔥⚡
Accelerated deep learning R&D
This is the development home of the workflow management system Snakemake. For general information, see
A toolkit for reproducible reinforcement learning research.
Unifying Variational Autoencoder (VAE) implementations in Pytorch (NeurIPS 2022)
:cloud: :rocket: :bar_chart: :chart_with_upwards_trend: Evaluating state of the art in AI
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.
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.
High-fidelity performance metrics for generative models in PyTorch
Simplified nix packaging for various programming language ecosystems [maintainer=@DavHau]
Dev environments for numerous languages based on Nix flakes [maintainer=@lucperkins]
rrtools: Tools for Writing Reproducible Research in R
Generic template to bootstrap your PyTorch project.
[CVPR 2020 Workshop] A PyTorch GAN library that reproduces research results for popular GANs.
LabNotebook is a tool that allows you to flexibly monitor, record, save, and query all your machine learning experiments.
Quantus is an eXplainable AI toolkit for responsible evaluation of neural network explanations
Open solution to the Home Credit Default Risk challenge :house_with_garden:
Providing reproducibility in deep learning frameworks
Like `go get` but for Go tools! CI Automating versioning of Go binaries in a nested, isolated Go modules.
RNA-seq workflow using STAR and DESeq2
A curated list of reproducible research case studies, projects, tutorials, and media
Create powerful Hydra applications without the yaml files and boilerplate code.
ReproZip is a tool that simplifies the process of creating reproducible experiments from command-line executions, a frequently-used common denominator in computational science.