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adding possibility to use train/validation instead of cross_folder

Samuel MICHEL requested to merge modif_grid_search_to_use_validation_set into main
  • adding train/validate or cross-folder option in the train-gs scripts
  • adding the code to compute grid search with train/validation subsets
  • print samples key in tables and figures of analysis scripts

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