Is your feature request related to a problem? Please describe.

We would like to add **predict_params to the fit and predict methods of MapieClassifier so that prediction parameters can be added to the models if the user wishes

Describe the solution you'd like

We will follow the example developed for regression. This is PR 471

Additional context

This issue concerns adding **predict_params only into classification files and will be addressed after adding **predict_params into regression files