Custom sklearn pipeline transformer giving "pickle.PicklingError"

The pickle package needs the custom class(es) to be defined in another module and then imported. So, create another python package file (e.g. transformation.py) and then import it like this from transformation import SelectBestPercFeats. That will resolve the pickling error.