Neuraviz
NeuraViz
NeuraViz is a web application for visualizing the underlying structure of neural networks, primarily for teaching purposes.
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About The Project
Neural networks are notoriously difficult to visualize for students and experienced engineers alike due to their scale and complexity. Too combat this problem, NeuraViz was devised to provide a simple, intuitive interface for visualizing the structure of neural networks. While it can be used on larger networks, such as those used for real-world problems, visualizing networks of that scale has diminishing returns. The structure of individual nodes and links at a scale of even hundreds of nodes just isn't meaningful. Instead, NeuraViz is intended to be used for smaller networks, such as those one might use to learn about how neural networks work. For example, the image above shows the visualization of a network trained to classify the Iris dataset, a famous toy example used primarily for teaching about neural networks.
Built With
This project is written in Python with Quart and Typescript with Svelte and FlowBite Svelte. In addition, the following libraries are used:
- Python
- Quart
- Pytorch
- scikit-learn
- Pandas
- Python-dotenv
- Typescript
- Svelte
- FlowBite Svelte
- Tailwind CSS
- D3.js
- Popperjs
- Axios
- Svelte Heros V2
- For a full list of dependencies, see package.json and pyproject.toml
Each of their respective licenses apply to their binaries and their use in this project. Their licenses can be found at the links above.
Contributing
Contributions are what make the open source community such an amazing place to be learn, inspire, and create. Any contributions you make are greatly appreciated.
- Fork the Project
- Create your Feature Branch (
git checkout -b feature/AmazingFeature) - Commit your Changes (
git commit -m 'Add some AmazingFeature') - Push to the Branch (
git push origin feature/AmazingFeature) - Open a Pull Request
If you find an issue in existing code, feel free to use the above procedure to generate a change, or open an issue for me to fix it.
License
Distributed under the BSD 3-Clause License. See LICENSE for more information.
Contact
Bennett Wendorf - Website - bennettwendorf@gmail.com
Project Link: https://neuraviz.bennettwendorf.dev/
Acknowledgements
