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464 search results found
Dvc
⭐
12,813
🦉 ML Experiments Management with Git
Wandb
⭐
8,204
🔥 A tool for visualizing and tracking your machine learning experiments. This repo contains the CLI and Python API.
Sacred
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4,152
Sacred is a tool to help you configure, organize, log and reproduce experiments developed at IDSIA.
Lightning Hydra Template
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3,680
PyTorch Lightning + Hydra. A very user-friendly template for ML experimentation. ⚡🔥⚡
Catalyst
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3,151
Accelerated deep learning R&D
Snakemake
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2,030
This is the development home of the workflow management system Snakemake. For general information, see
Garage
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1,677
A toolkit for reproducible reinforcement learning research.
Evalai
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1,621
☁️ 🚀 📊 📈 Evaluating state of the art in AI
Benchmark_vae
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1,597
Unifying Variational Autoencoder (VAE) implementations in Pytorch (NeurIPS 2022)
Mlreef
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1,403
The collaboration workspace for Machine Learning
Drake
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1,332
An R-focused pipeline toolkit for reproducibility and high-performance computing
Vps Comparison
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1,316
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.
Gtsummary
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892
Presentation-Ready Data Summary and Analytic Result Tables
Recsys2019_deeplearning_evaluation
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871
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.
Targets
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860
Function-oriented Make-like declarative workflows for R
Torch Fidelity
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820
High-fidelity performance metrics for generative models in PyTorch
Mach Nix
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805
Create highly reproducible python environments
Dream2nix
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771
Simplified nix packaging for various programming language ecosystems [maintainer=@DavHau]
Reprex
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727
Render bits of R code for sharing, e.g., on GitHub or StackOverflow.
Wdl
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706
Workflow Description Language - Specification and Implementations
Curl For Win
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651
Reproducible curl binaries for Linux, macOS and Windows
Rrtools
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619
rrtools: Tools for Writing Reproducible Research in R
Nn Template
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614
Generic template to bootstrap your PyTorch project.
Jupyenv
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599
Declarative and reproducible Jupyter environments - powered by Nix
Coyim
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582
coyim - a safe and secure chat client
Mimicry
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556
[CVPR 2020 Workshop] A PyTorch GAN library that reproduces research results for popular GANs.
Reinforcementlearning.jl
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538
A reinforcement learning package for Julia
Labnotebook
⭐
528
LabNotebook is a tool that allows you to flexibly monitor, record, save, and query all your machine learning experiments.
Dev Templates
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527
Dev environments for numerous languages based on Nix flakes [maintainer=@lucperkins]
Data Life
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516
Quantus
⭐
460
Quantus is an eXplainable AI toolkit for responsible evaluation of neural network explanations
Open Solution Home Credit
⭐
444
Open solution to the Home Credit Default Risk challenge 🏡
Typed Argument Parser
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424
Typed argument parser for Python
Framework Reproducibility
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410
Providing reproducibility in deep learning frameworks
Datmo
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322
Open source production model management tool for data scientists
Bingo
⭐
300
Like `go get` but for Go tools! CI Automating versioning of Go binaries in a nested, isolated Go modules.
Popper
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299
Container-native task automation engine.
Uwot
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294
An R package implementing the UMAP dimensionality reduction method.
Plynx
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288
PLynx is a domain agnostic platform for managing reproducible experiments and data-oriented workflows.
Reprozip
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286
ReproZip is a tool that simplifies the process of creating reproducible experiments from command-line executions, a frequently-used common denominator in computational science.
Rna Seq Star Deseq2
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282
RNA-seq workflow using STAR and DESeq2
Awesome Reproducible Research
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282
A curated list of reproducible research case studies, projects, tutorials, and media
Hydra Zen
⭐
252
Create powerful Hydra applications without the yaml files and boilerplate code.
Simple_rl
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224
A simple framework for experimenting with Reinforcement Learning in Python.
Jax Flows
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222
Normalizing Flows in JAX 🌊
Iclr_2019
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219
ICLR Reproducibility Challenge 2019
Anaconda Project
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214
Tool for encapsulating, running, and reproducing data science projects
Renku
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212
Renku provides a platform and tools for reproducible and collaborative data analysis.
Rstudio2019
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206
Resources from my Rstudio::conf 2019 talk
Biomartr
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198
Genomic Data Retrieval with R
Openxai
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178
OpenXAI : Towards a Transparent Evaluation of Model Explanations
Sisso
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177
A data-driven method combining symbolic regression and compressed sensing for accurate & interpretable models.
Bramble
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172
Purely functional build system and package manager
Rl Medical
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171
Deep Reinforcement Learning (DRL) agents applied to medical images
Nixcfg
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168
My nix configuration(s), using flakes. It's my laptop, it's my servers, it's my everything, in code.
Statcheck
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162
A spellchecker for statistics
Liftr
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160
🐳 Containerize R Markdown documents for continuous reproducibility
Example Get Started
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160
Get started DVC project
Nome
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158
My Nix home
Batchtools
⭐
158
Tools for computation on batch systems
Evidential Deep Learning
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157
Learn fast, scalable, and calibrated measures of uncertainty using neural networks!
Make Novice
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151
Automation and Make
Checkpoint
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150
Install R packages from snapshots on checkpoint-server
Accelerator
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149
The Accelerator is a tool for fast and reproducible processing of large amounts of data.
Bento
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148
A tool to nicely wrap-up your python softwares
Keepkey Firmware
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141
KeepKey Device Firmware
Randomnas_release
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140
Code release for paper "Random Search and Reproducibility for NAS"
Shournal
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139
Log shell-commands and used files. Snapshot executed scripts. Fully automatic.
Dna Seq Gatk Variant Calling
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138
This Snakemake pipeline implements the GATK best-practices workflow
Datapackager
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137
An R package to enable reproducible data processing, packaging and sharing.
Msdnet Gcn
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137
ICLR 2018 reproducibility challenge - Multi-Scale Dense Convolutional Networks for Efficient Prediction
Steppy
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134
Lightweight, Python library for fast and reproducible experimentation 🔬
Yet Another Lightning Hydra Template
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129
Flexible and scalable template based on PyTorch Lightning + Hydra. Efficient workflow and reproducibility for rapid ML experiments.
Signac
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128
Manage large and heterogeneous data spaces on the file system.
Scalac Profiling
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124
Compilation profiling tool for Scala 2 projects
Starters
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123
R Package 📦 for initializing projects for various R activities 🔩
Dockta
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123
🐳 A Docker image builder for researchers
Enmf
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109
This is our implementation of ENMF: Efficient Neural Matrix Factorization (TOIS. 38, 2020). This also provides a fair evaluation of existing state-of-the-art recommendation models.
Tarchetypes
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108
Archetypes for targets and pipelines
Rubicon Ml
⭐
107
Capture all information throughout your model's development in a reproducible way and tie results directly to the model code!
Ezknitr
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107
Avoid the typical working directory pain when using 'knitr'
Forml
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100
ForML - A development framework and MLOps platform for the lifecycle management of data science projects
Singularity Hpc
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96
Local filesystem registry for containers (intended for HPC) using Lmod or Environment Modules. Works for users and admins.
Reproducible Research
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95
A Reproducible Data Analysis Workflow with R Markdown, Git, Make, and Docker
Vistrails
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92
VisTrails is an open-source data analysis and visualization tool. It provides a comprehensive provenance infrastructure that maintains detailed history information about the steps followed and data derived in the course of an exploratory task: VisTrails maintains provenance of data products, of the computational processes that derive these products and their executions.
Targets Tutorial
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90
Short course on the targets R package
Continuous_analysis
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82
Computational reproducibility using Continuous Integration to produce verifiable end-to-end runs of scientific analysis.
Docker Devel Env
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80
Fast, reproducible, and portable software development environments
Dna Seq Varlociraptor
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76
A Snakemake workflow for calling small and structural variants under any kind of scenario (tumor/normal, tumor/normal/relapse, germline, pedigree, populations) via the unified statistical model of Varlociraptor.
Jama16 Retina Replication
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75
JAMA 2016; 316(22) Replication Study
Meta Blocks
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75
A modular toolbox for meta-learning research with a focus on speed and reproducibility.
Synchronicity
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74
Distributed build system providing cryptographic proofs-of-reproducibility via Byzantine Fault Tolerant (BFT) consensus
Aqme
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73
Automated Quantum Mechanical Environments (AQME) offers transparent and reproducible workflows available for Jupyter Notebooks and command lines, including: 1) RDKit- and CREST-based conformer generation, 2) QM input file creation, 3) post-processing of QM output files, 4) generation of xTB, DFT and RDKit descriptors. https://aqme.readthedocs.io
Rebench
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72
Execute and document benchmarks reproducibly.
Deep_learning_topology_opt
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72
Code for paper "Self-Directed Online Machine Learning for Topology Optimization"
R13y.com
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72
NixOS Reproducibility Checker
Analysis Flow
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70
Data Analysis Workflows & Reproducibility Learning Resources
Gittargets
⭐
69
Data version control for reproducible analysis pipelines in R with {targets}.
Rang
⭐
68
🐶 (Re)constructing R computational environments
Ro Crate
⭐
67
Research Object Crate
1-100 of 464 search results
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