/mii_sige_diabetes

LIME and SHAP analysis of PIMA Indians diabetes with 3 ML models

Primary LanguageJupyter Notebook

Explainable aritificial intelligence (XAI)

Case study on the dataset pima-indians-diabetes on which three machine learning models are performed and explanations are made at the local level (i.e. for a specific prediction of its reasons) with LIME, and another at the global level with SHAP.

LIME

SHAP

Eli5