# Summit Summit is an interactive system that scalably and systematically summarizes and visualizes what features a deep learning model has learned and how those features interact to make predictions. 🏔️ **Live demo:** [fredhohman.com/summit][demo] 📘 **Paper:** [https://fredhohman.com/papers/19-summit-vast.pdf][paper] 🎥 **Video:** [https://youtu.be/J4GMLvoH1ZU][video] 💻 **Code:** [https://github.com/fredhohman/summit][summit] 📺 **Slides:** [https://fredhohman.com/slides/19-summit-vast-slides.pdf][slides] 🎤 **Recording:** [https://vimeo.com/368704428][recording] **[Summit: Scaling Deep Learning Interpretability by Visualizing Activation and Attribution Summarizations](https://fredhohman.com/papers/summit)** Fred Hohman, Haekyu Park, Caleb Robinson, Duen Horng (Polo) Chau *IEEE Transactions on Visualization and Computer Graphics (TVCG, Proc. VAST'19). 2020.* [](https://youtu.be/J4GMLvoH1ZU) ## Live Demo For a live demo, visit: [fredhohman.com/summit][demo]. ## Other Repositories For the Summit notebook code, Visualization: [`summit-notebooks`][summit-notebooks]. For the Summit data, visit: [`summit-data`][summit-data]. ## Running Locally Download or clone this repository: ```bash git clone https://github.com/fredhohman/summit.git ``` Download the data from [`summit-data`][summit-data]: ```bash git clone https://github.com/fredhohman/summit-data.git ``` Place `summit-data`'s `data` folder in the top level of the `summit` repo. Then, within `summit` run: ```bash npm install npm run build npm run start ``` ## Requirements Summit requires [npm][npm] to run. ## License MIT License. See [`LICENSE.md`](LICENSE.md). ## Citation ``` @article{hohman2020summit, title={Summit: Scaling Deep Learning Interpretability by Visualizing Activation and Attribution Summarizations}, author={Hohman, Fred and Park, Haekyu and Robinson, Caleb and Chau, Duen Horng}, journal={IEEE Transactions on Visualization and Computer Graphics (TVCG)}, year={2020}, publisher={IEEE}, url={https://fredhohman.com/summit/} } ``` ## Contact For questions or support [open an issue][issues] or contact [Fred Hohman][fred]. [summit]: https://github.com/fredhohman/summit [summit-notebooks]: https://github.com/fredhohman/summit-notebooks [summit-data]: https://github.com/fredhohman/summit-data [npm]: https://www.npmjs.com [fred]: http://www.fredhohman.com [issues]: https://github.com/fredhohman/summit/issues [demo]: https://fredhohman.com/summit/ [video]: https://youtu.be/J4GMLvoH1ZU [paper]: https://fredhohman.com/papers/19-summit-vast.pdf [slides]: https://fredhohman.com/slides/19-summit-vast-slides.pdf [recording]: https://vimeo.com/368704428