Common test to check that estimator state does not change at transform/predict/predict_proba time

#### Description

I feel the design of https://github.com/scikit-learn/scikit-learn/pull/6607 could have been better thought of, if we had a common test that tests that learning happens only during fit time. We should check `__dict__` after fit and after transform and their state should not change.