https://github.com/thecrazymage/neural-fca
:interrobang: Interpretable neural networks (neural Formal Concept Analysis).
https://github.com/thecrazymage/neural-fca
fca neural-fca neural-network python
Last synced: 2 months ago
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:interrobang: Interpretable neural networks (neural Formal Concept Analysis).
- Host: GitHub
- URL: https://github.com/thecrazymage/neural-fca
- Owner: thecrazymage
- Created: 2022-12-13T06:48:20.000Z (over 3 years ago)
- Default Branch: main
- Last Pushed: 2023-01-07T23:29:51.000Z (over 3 years ago)
- Last Synced: 2025-08-16T01:44:19.990Z (10 months ago)
- Topics: fca, neural-fca, neural-network, python
- Language: Jupyter Notebook
- Homepage:
- Size: 3.11 MB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# Neural-FCA
This repository is the implementation of a big homework on the course "Ordered Sets in Data Analysis", taught at HSE University in the first semester of the master's program "Data Science" in the fall and winter of 2022.
Course repository on GitHub: [link](https://github.com/EgorDudyrev/OSDA_course).
The topic of my big homework is **neural Formal Concept Analysis (neural FCA)**. Neural FCA repository on GitHub: [link](https://github.com/EgorDudyrev/OSDA_course/tree/Autumn_2022/neural_fca).
## Repository structure
This repository consists of the following main files:
* [**neural_lib.py**](https://github.com/thecrazymage/Neural-FCA/blob/main/source/neural_lib.py) is a library that provides the creation, training, and visualization of interpretable neural networks;
* [**diagnosis.csv**](https://github.com/thecrazymage/Neural-FCA/blob/main/dataset/diagnosis.csv) is the dataset used in this work;
* [**BHW_neural.ipynb**](https://github.com/thecrazymage/Neural-FCA/blob/main/source/BHW_neural.ipynb) is my research;
* [**DWH_neural_report.pdf**](https://github.com/thecrazymage/Neural-FCA/blob/main/docs/DWH_neural_report.pdf) is a detailed progress report;
* [**DWH_neural_presentation.pdf**](https://github.com/thecrazymage/Neural-FCA/blob/main/docs/DWH_neural_presentation.pdf) is a presentation from a big homework defense.