scikit-learn InconsistentVersionWarning: unpickling a model from another version
A routine dependency update in our scoring service upgraded scikit-learn, and the logs filled with InconsistentVersionWarning when loading models pickled with an older version. One model's predictions shifted slightly. We pinned versions with each model, added load-time checks and moved to portable formats.