/gam-changer

Interactive Visualization to empower domain experts to align ML model behaviors with their knowledge.

Primary LanguageJavaScriptMIT LicenseMIT

An interactive visualization system designed to helps domain experts responsibly edit Generalized Additive Models (GAMs).

build pypi license

Running Locally

Clone or download this repository:

git clone git@github.com:interpretml/gam-changer.git

# use degit if you don't want to download commit histories
degit interpretml/gam-changer.git

Install the dependencies:

npm install

Then run GAM Changer:

npm run dev

Navigate to localhost:5000. You should see GAM Changer running in your browser :)

Credits

GAM Changer is created by Jay Wang, Alex Kale, Harsha Nori, Peter Stella, Mark Nunnally, Polo Chau, Mickey Vorvoreanu, Jenn Wortman Vaughan, and Rich Caruana, which was the result of a research collaboration between Microsoft Research, NYU Langone Health, Georgia Tech and University of Washington. Jay Wang and Alex Kale were summer interns at Microsoft Research.

We thank Steven Drucker, Adam Fourney, Saleema Amershi, Dean Carignan, Rob DeLine, and the InterpretML team for their support and constructive feedback.

License

The software is available under the MIT License.

Contact

If you have any questions, feel free to open an issue or contact Jay Wang.