I understand this it not handled right now but it's preventing me from being able to encode features in a real time fashion (like in a live API service) against a trained OneHotEncoder / Pipeline.
How do people work around needing to encode data in real time if there happens to be a need to encode things that haven't been seen before?
Thanks
