Metadata-Version: 2.1
Name: tic
Version: 0.2.0
Summary: TIC is a library that acts as a Toolbox for Interpretability Comparison.
Home-page: https://github.com/tommartensen/tic
Author: Tom Martensen
Author-email: mail@tommartensen.de
License: MIT license
Keywords: tic
Platform: UNKNOWN
Classifier: Development Status :: 2 - Pre-Alpha
Classifier: Intended Audience :: Developers
Classifier: License :: OSI Approved :: MIT License
Classifier: Natural Language :: English
Classifier: Programming Language :: Python :: 3.6
Classifier: Programming Language :: Python :: 3.7
Description-Content-Type: text/markdown

# Library to the Toolbox for Interpretability Comparison

[![Build Status](https://travis-ci.org/tommartensen/tic.svg?branch=master)](https://travis-ci.org/tommartensen/tic)
![PyPI](https://img.shields.io/pypi/v/tic)

* Free software: MIT license
* Documentation: https://tommartensen.de/tic.

## Features

* Interface to create interpretations as:
  * direct extraction of feature importances, e.g. from coefficients
  * global feature importances from surrogate models
  * local and global explanations from [Local Interpretable Model Explanations (LIME)](https://github.com/marcotcr/lime)
  * local and global explanations from [SHAP](https://github.com/slundberg/shap)


# History

## 0.1.0 (2019-10-04)

* Package skeleton

## 0.2.0 (2019-10-08)

* Feature Importance Extraction from different interpretability models:
  * Direct feature importances
  * Global surrogate models
  * LIME
  * SHAP
* Updated documentation served [here](https://tommartensen.de/tic).


