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live: Local Interpretable (Model-agnostic) Visual Explanations

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Installation

To get started, install stable CRAN version:

install.packages("live")

or the development version:

devtools::install_github("ModelOriented/live")

See the latest changes.

Features coming up next:

If you have any bug reports, feature requests or ideas to improve the methodology, feel free to leave an issue.

Materials

Find the paper about live and breakDown in R Journal.

Website: https://mi2datalab.github.io/live/

Conference talks on live: Wrocław 2018, Berlin 2017.

Python implementation of LIME and info about the method: https://github.com/marcotcr/lime

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.