Awesome Open Source
Awesome Open Source
Combined Topics
reproducibility
x
Advertising
📦 10
All Projects
Application Programming Interfaces
📦 124
Applications
📦 192
Artificial Intelligence
📦 78
Blockchain
📦 73
Build Tools
📦 113
Cloud Computing
📦 80
Code Quality
📦 28
Collaboration
📦 32
Command Line Interface
📦 49
Community
📦 83
Companies
📦 60
Compilers
📦 63
Computer Science
📦 80
Configuration Management
📦 42
Content Management
📦 175
Control Flow
📦 213
Data Formats
📦 78
Data Processing
📦 276
Data Storage
📦 135
Economics
📦 64
Frameworks
📦 215
Games
📦 129
Graphics
📦 110
Hardware
📦 152
Integrated Development Environments
📦 49
Learning Resources
📦 166
Legal
📦 29
Libraries
📦 129
Lists Of Projects
📦 22
Machine Learning
📦 347
Mapping
📦 64
Marketing
📦 15
Mathematics
📦 55
Media
📦 239
Messaging
📦 98
Networking
📦 315
Operating Systems
📦 89
Operations
📦 121
Package Managers
📦 55
Programming Languages
📦 245
Runtime Environments
📦 100
Science
📦 42
Security
📦 396
Social Media
📦 27
Software Architecture
📦 72
Software Development
📦 72
Software Performance
📦 58
Software Quality
📦 133
Text Editors
📦 49
Text Processing
📦 136
User Interface
📦 330
User Interface Components
📦 514
Version Control
📦 30
Virtualization
📦 71
Web Browsers
📦 42
Web Servers
📦 26
Web User Interface
📦 210
The Top 46 Reproducibility Open Source Projects
Categories
>
Science
>
Reproducibility
Dvc
⭐
7,388
🦉Data Version Control | Git for Data & Models
Sacred
⭐
3,329
Sacred is a tool to help you configure, organize, log and reproduce experiments developed at IDSIA.
Catalyst
⭐
2,449
Accelerated deep learning R&D
Vps Comparison
⭐
1,355
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.
Drake
⭐
1,299
An R-focused pipeline toolkit for reproducibility and high-performance computing
Garage
⭐
1,083
A toolkit for reproducible reinforcement learning research.
Evalai
⭐
1,071
☁️ 🚀 📊 📈 Evaluating state of the art in AI
Snakemake
⭐
870
This is the development home of the workflow management system Snakemake. For general information, see
Recsys2019_deeplearning_evaluation
⭐
774
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.
Reprex
⭐
547
Render bits of R code for sharing, e.g., on GitHub or StackOverflow.
Labnotebook
⭐
525
LabNotebook is a tool that allows you to flexibly monitor, record, save, and query all your machine learning experiments.
Rrtools
⭐
503
rrtools: Tools for Writing Reproducible Research in R
Mimicry
⭐
453
[CVPR 2020 Workshop] A PyTorch GAN library that reproduces research results for popular GANs.
Gtsummary
⭐
441
Presentation-Ready Data Summary and Analytic Result Tables
Wdl
⭐
429
Workflow Description Language - Specification and Implementations
Open Solution Home Credit
⭐
397
Open solution to the Home Credit Default Risk challenge 🏡
Ck
⭐
389
Collective Knowledge framework (CK) helps to organize black-box research software as a database of reusable components and micro-services with common APIs, automation actions and extensible meta descriptions. See real-world use cases from Arm, General Motors, ACM, Raspberry Pi foundation and others:
Datmo
⭐
334
Open source production model management tool for data scientists
Targets
⭐
267
Function-oriented Make-like declarative workflows for R
Jupyterwith
⭐
233
declarative and reproducible Jupyter environments - powered by Nix
Reprozip
⭐
229
ReproZip is a tool that simplifies the process of creating reproducible experiments from command-line executions, a frequently-used common denominator in computational science.
Popper
⭐
213
Container-native task automation engine.
Mach Nix
⭐
212
Create highly reproducible python environments
Plynx
⭐
188
PLynx is a domain agnostic platform for managing reproducible experiments and data-oriented workflows.
Anaconda Project
⭐
151
Tool for encapsulating, running, and reproducing data science projects
Renku
⭐
140
The Renku Project provides a platform and tools for reproducible and collaborative data analysis.
Accelerator
⭐
137
The Accelerator is a tool for fast and reproducible processing of large amounts of data.
Dna Seq Gatk Variant Calling
⭐
130
This Snakemake pipeline implements the GATK best-practices workflow
Batchtools
⭐
125
Tools for computation on batch systems
Datapackager
⭐
124
An R package to enable reproducible data processing, packaging and sharing.
Rl Medical
⭐
121
Deep Reinforcement Learning (DRL) agents applied to medical images
Make Novice
⭐
120
Automation and Make
Steppy
⭐
119
Lightweight, Python library for fast and reproducible experimentation 🔬
Reproducibility Guide
⭐
115
project page for creating a guide to reproducible research
Starters
⭐
111
R Package 📦 for initializing projects for various R activities 🔩
Awesome Reproducible Research
⭐
100
A curated list of reproducible research case studies, projects, tutorials, and media
Reproducible Research
⭐
95
A Reproducible Data Analysis Workflow with R Markdown, Git, Make, and Docker
Vistrails
⭐
94
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.
Scalac Profiling
⭐
90
Implementation of SCP-010.
Reproduce Stock Market Direction Random Forests
⭐
67
Reproduce research from paper "Predicting the direction of stock market prices using random forest"
Drake Examples
⭐
57
Example workflows for the drake R package
Tensorhub
⭐
48
TensorHub is a library built on top of TensorFlow 2.0 to provide simple, modular and repeatable abstractions to accelerate deep learning research.
Open Solution Value Prediction
⭐
34
Open solution to the Santander Value Prediction Challenge 🐠
Plz
⭐
31
Say the magic word 😸
Segmentation
⭐
27
Catalyst.Segmentation
Steppy Toolkit
⭐
21
Curated set of transformers that make your work with steppy faster and more effective 🔭
1-46 of 46 projects
Advertising
📦 10
All Projects
Application Programming Interfaces
📦 124
Applications
📦 192
Artificial Intelligence
📦 78
Blockchain
📦 73
Build Tools
📦 113
Cloud Computing
📦 80
Code Quality
📦 28
Collaboration
📦 32
Command Line Interface
📦 49
Community
📦 83
Companies
📦 60
Compilers
📦 63
Computer Science
📦 80
Configuration Management
📦 42
Content Management
📦 175
Control Flow
📦 213
Data Formats
📦 78
Data Processing
📦 276
Data Storage
📦 135
Economics
📦 64
Frameworks
📦 215
Games
📦 129
Graphics
📦 110
Hardware
📦 152
Integrated Development Environments
📦 49
Learning Resources
📦 166
Legal
📦 29
Libraries
📦 129
Lists Of Projects
📦 22
Machine Learning
📦 347
Mapping
📦 64
Marketing
📦 15
Mathematics
📦 55
Media
📦 239
Messaging
📦 98
Networking
📦 315
Operating Systems
📦 89
Operations
📦 121
Package Managers
📦 55
Programming Languages
📦 245
Runtime Environments
📦 100
Science
📦 42
Security
📦 396
Social Media
📦 27
Software Architecture
📦 72
Software Development
📦 72
Software Performance
📦 58
Software Quality
📦 133
Text Editors
📦 49
Text Processing
📦 136
User Interface
📦 330
User Interface Components
📦 514
Version Control
📦 30
Virtualization
📦 71
Web Browsers
📦 42
Web Servers
📦 26
Web User Interface
📦 210