MAIF / shapash

🔅 Shapash: User-friendly Explainability and Interpretability to Develop Reliable and Transparent Machine Learning Models

https://maif.github.io/shapash/

Apache License 2.0

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Feature/shapash report improvement #564

Closed guillaume-vignal closed 2 months ago

guillaume-vignal commented 2 months ago

Description

We have enhanced the report by implementing new features and making several improvements:

Added a parameter to specify the number of points in the contribution plot and the number of top feature interactions.
Included interaction plots for the top features in the report.
Optimized the report computation by improving the calculation of the correlation matrix.
Enhanced the visualization of the correlation matrix by automatically shortening feature names.

Fixes #532