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How to use SHAP Values for EEG-Biomarker and Feature Importance?

What I do:
I analyse different biomarkers from EEG data with the help of different machine learning algorithms and different pre-processing steps etc. This results in several models for each combination of pre-processing step and algorithm.
Each model is trained using StratifiedGroupKFold with a total of 6 folds.