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# CNN Explainer | ||
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CNN Explainer is an interactive visualization system designed for non-experts | ||
to learn and examine convolutional neural networks (CNNs). | ||
to more easily learn about convolutional neural networks (CNNs). | ||
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<a href="https://youtu.be/udVN7fPvGe0" target="_blank"><img src="./public/assets/figures/youtube-thumbnail.png" style="max-width:100%;"></a> | ||
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## Live Demo | ||
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For a live demo, visit: https://poloclub.github.io/cnn-explainer/. | ||
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## Running Locally | ||
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Clone or download this repository: | ||
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``` | ||
git clone [email protected]:poloclub/cnn-explainer.git | ||
# Or use degit, if you don't want to download commit histories | ||
degit poloclub/cnn-explainer | ||
``` | ||
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Install the dependencies: | ||
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``` | ||
npm install | ||
``` | ||
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Than run CNN Explainer: | ||
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``` | ||
npm run dev | ||
``` | ||
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Navigate to [localhost:5000](localhost:5000). You should CNN Explainer running in your broswer :) | ||
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To see how we trained the CNN, visit the directory [`./tiny-vgg/`](tiny-vgg). | ||
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## Credits | ||
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CNN Explainer was created by | ||
<a href="https://zijie.wang/">Jay Wang</a>, | ||
<a href="https://www.linkedin.com/in/robert-turko/">Robert Turko</a>, | ||
<a href="https://oshaikh.com/">Omar Shaikh</a>, | ||
<a href="https://haekyu.com/">Haekyu Park</a>, | ||
<a href="https://nilakshdas.com/">Nilaksh Das</a>, | ||
<a href="https://fredhohman.com/">Fred Hohman</a>, | ||
<a href="https://minsuk.com">Minsuk Kahng</a>, and | ||
<a href="https://www.cc.gatech.edu/~dchau/">Polo Chau</a>, | ||
which was the result of a research collaboration between | ||
Georgia Tech and Oregon State. | ||
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We thank | ||
[Anmol Chhabria](https://www.linkedin.com/in/anmolchhabria), | ||
[Kaan Sancak](https://kaansancak.com), | ||
[Kantwon Rogers](https://www.kantwon.com), and the | ||
[Georgia Tech Visualization Lab](https://vis.gatech.edu) | ||
for their support and constructive feedback. | ||
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For more information, check out our [research manuscript](https://arxiv.org/abs/2001.02004): | ||
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[Z. J. Wang](https://zijie.wang/), | ||
[R. Turko](https://www.linkedin.com/in/robert-turko/), | ||
[O. Shaikh](https://oshaikh.com/), | ||
[H. Park](https://haekyu.com/), | ||
[N. Das](https://nilakshdas.com/), | ||
[F. Hohman](https://fredhohman.com/), | ||
[M. Kahng](https://minsuk.com), | ||
and [D. H. Chau](https://www.cc.gatech.edu/~dchau/). | ||
CNN Explainer: Learning Convolutional Neural Networks with Interactive Visualization. | ||
<i>arXiv:2001.02004 [cs],</i> | ||
Apr. 2020. | ||
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## Citation | ||
``` | ||
@article{wangCNNExplainerLearning2020, | ||
title = {{{CNN Explainer}}: {{Learning Convolutional Neural Networks}} with {{Interactive Visualization}}}, | ||
shorttitle = {{{CNN Explainer}}}, | ||
author = {Wang, Zijie J. and Turko, Robert and Shaikh, Omar and Park, Haekyu and Das, Nilaksh and Hohman, Fred and Kahng, Minsuk and Chau, Duen Horng}, | ||
year = {2020}, | ||
month = apr, | ||
archivePrefix = {arXiv}, | ||
eprint = {2001.02004}, | ||
eprinttype = {arxiv}, | ||
journal = {arXiv:2001.02004 [cs]}, | ||
keywords = {Computer Science - Artificial Intelligence,Computer Science - Human-Computer Interaction,Computer Science - Machine Learning}, | ||
primaryClass = {cs} | ||
} | ||
``` | ||
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## Contact | ||
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If you have any questions, feel free to [open an issue](https://github.com/poloclub/cnn-explainer/issues/new/choose) or contact [Jay Wang](www.zijie.wang). | ||
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