I am working on a classification task with an imbalanced dataset. I am using Sklearn's ensemble RandomForestClassifier and set its class weight to Balanced.
My question is, when I then GridSearch it, is it necessary to use Stratified K Fold or is the class weight parameter already taking care of the imbalanced class problem?