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@@ -34,8 +34,8 @@
| Version | New Feature | Description | Tutorial |
|:-------------:|:-------------------------------------------------------------------------------------:|:--------------------------------------------------------------------------------------------------------------------------------------:|:--------:|
-| 1.4.x | Groups of features
[demo]() | You can now regroup features that share common properties together.
This option can be useful if your model has a lot of features. | [](https://github.com/MAIF/shapash/blob/master/tutorial/common/tuto-common01-groups_of_features.ipynb) |
-| 1.3.x | Shapash Report
[demo](https://shapash.readthedocs.io/en/latest/report.html) | A standalone HTML report that constitutes a basis of an audit document. | [](https://github.com/MAIF/shapash/blob/master/tutorial/report/tuto-shapash-report01.ipynb) |
+| 1.4.x | Groups of features
[demo]() | You can now regroup features that share common properties together.
This option can be useful if your model has a lot of features. | [](https://github.com/MAIF/shapash/blob/master/tutorial/common/tuto-common01-groups_of_features.ipynb) |
+| 1.3.x | Shapash Report
[demo](https://shapash.readthedocs.io/en/latest/report.html) | A standalone HTML report that constitutes a basis of an audit document. | [](https://github.com/MAIF/shapash/blob/master/tutorial/report/tuto-shapash-report01.ipynb) |
## 🔍 Overview
@@ -49,18 +49,22 @@ Shapash also contributes to data science auditing by displaying usefull informat
- Readthedocs: [![documentation badge](https://readthedocs.org/projects/shapash/badge/?version=latest)](https://shapash.readthedocs.io/en/latest/)
- [Presentation video for french speakers](https://www.youtube.com/watch?v=r1R_A9B9apk)
-- Medium:
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+- Medium:
+ - [Understand your model with Shapash - Towards AI](https://pub.towardsai.net/shapash-making-ml-models-understandable-by-everyone-8f96ad469eb3)
+ - [Model auditability - Towards DS](https://towardsdatascience.com/shapash-1-3-2-announcing-new-features-for-more-auditable-ai-64a6db71c919)
+
+## 🏆 Awards
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-- [Understand your model with Shapash - Towards AI](https://pub.towardsai.net/shapash-making-ml-models-understandable-by-everyone-8f96ad469eb3)
-- [Model auditability - Towards DS](https://towardsdatascience.com/shapash-1-3-2-announcing-new-features-for-more-auditable-ai-64a6db71c919)
-## 🔥 Features
+## 🔥 Features
- Display clear and understandable results: plots and outputs use **explicit labels** for each feature and its values
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