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marcotcr committed Feb 6, 2018
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2 changes: 1 addition & 1 deletion README.md
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This project is about explaining what machine learning classifiers (or models) are doing.
At the moment, we support explaining individual predictions for text classifiers or classifiers that act on tables (numpy arrays of numerical or categorical data) or images, with a package called lime (short for local interpretable model-agnostic explanations).
Lime is based on the work presented in [this paper](https://arxiv.org/abs/1602.04938). Here is a link to the promo video:
Lime is based on the work presented in [this paper](https://arxiv.org/abs/1602.04938) ([bibtex here for citation](https://github.com/marcotcr/lime/blob/master/citation.bib)). Here is a link to the promo video:

<a href="https://www.youtube.com/watch?v=hUnRCxnydCc" target="_blank"><img src="https://raw.githubusercontent.com/marcotcr/lime/master/doc/images/video_screenshot.png" width="450" alt="KDD promo video"/></a>

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11 changes: 11 additions & 0 deletions citation.bib
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@inproceedings{lime,
author = {Marco Tulio Ribeiro and
Sameer Singh and
Carlos Guestrin},
title = {"Why Should {I} Trust You?": Explaining the Predictions of Any Classifier},
booktitle = {Proceedings of the 22nd {ACM} {SIGKDD} International Conference on
Knowledge Discovery and Data Mining, San Francisco, CA, USA, August
13-17, 2016},
pages = {1135--1144},
year = {2016},
}

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