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# Conflicts: # README.md
salimamoukou · Mar 1, 2022 · b5c5277 · b5c5277
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@@ -5,8 +5,6 @@ ACV is a python library that aims to explain **any machine learning models** or
 * It gives **local rule-based** explanations for any model or data.
 * It provides **a better estimation of Shapley Values for tree-based model** (more accurate than [path-dependent TreeSHAP](https://github.com/slundberg/shap])). 
  It also proposes new Shapley Values that have better local fidelity.
-    * and the **correct way of computing Shapley Values of categorical variables after encoding 
-    (eg., One Hot or Dummy, etc.)** 
 
 We can regroup the different explanations in two groups: **Agnostic Explanations** and **Tree-based Explanations**.