https://github.com/aieng-lab/replication-kit-perspective-of-se-researchers-on-ml-practices
https://github.com/aieng-lab/replication-kit-perspective-of-se-researchers-on-ml-practices
Science Score: 13.0%
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○CITATION.cff file
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✓codemeta.json file
Found codemeta.json file -
○.zenodo.json file
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○DOI references
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○Academic publication links
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (7.0%) to scientific vocabulary
Repository
Basic Info
- Host: GitHub
- Owner: aieng-lab
- License: apache-2.0
- Language: Jupyter Notebook
- Default Branch: main
- Size: 3.17 MB
Statistics
- Stars: 0
- Watchers: 0
- Forks: 0
- Open Issues: 0
- Releases: 1
Metadata Files
README.md
Replication kit
This repository accompanies the paper "Perspective of Software Engineering Researchers on Machine Learning Practices Regarding Research, Review, and Education" currently under review. The repository contains the data and the code to reproduce the results from the paper.
Content
The repository contains the following files:
- The Generation contains the questionnaires and queries to obtain the information.
- The Data directory contains the data used in the paper.
- Demographics of the interview participants
- Initial codes for interviews, surveys, and papers
- Harmonized codes for interviews, surveys, and papers
- Axial codes for interviews, survey, and papers
- The Code contains the code used for the analysis and the plots from the paper.
Reproducing the results
To reproduce the results from the paper, you can use the Data and code provided.
bash
git clone git@github.com:aieng-lab/Replication-kit-Perspective-of-SE-Researchers-on-ML-Practices.git
cd Replication-kit-Perspective-of-SE-Researchers-on-ML-Practices
python3 -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt
Owner
- Name: aieng-lab
- Login: aieng-lab
- Kind: organization
- Website: https://www.fim.uni-passau.de/ai-engineering
- Repositories: 1
- Profile: https://github.com/aieng-lab
GitHub organization of the Chair for AI Engineering of the University of Passau
GitHub Events
Total
- Release event: 1
- Push event: 3
- Create event: 3
Last Year
- Release event: 1
- Push event: 3
- Create event: 3
Dependencies
- glasbey *
- krippendorff *
- matplotlib *
- numpy *
- pandas *
- seaborn *
- simpledorff *
- statsmodels *