Contextual AI Explainer tutorials¶

This directory houses the Jupyter notebooks which demonstrate how to use each explanation algorithm found in xai.explainer.

• lime_tabular_explainer.ipynb:

  • Explanation algorithm: LIME tabular explainer

  • Target model: RandomForest

  • Dataset: Wisconsin breast cancer

• lime_text_explainer.ipynb:

  • Explanation algorithm: LIME text explainer

  • Target model: Naive Bayes

  • Dataset: 20newsgroups

• lime_text_explainer_with_keras.ipynb:

  • Explanation algorithm: LIME text explainer

  • Target model: Convolutional Neural Network

  • Dataset: 20newsgroups

• shap_tabular_explainer.ipynb:

  • Explanation algorithm: SHAP kernel explainer

  • Target model: RandomForest

  • Dataset: Wisconsin breast cancer