It is very clear that for ML algorithms (classification, regression) that Estimator only fits on training data but it's not very clear of other estimators like IDF for example. IDF is a feature transformation model but having IDF estimator and transformer makes it little confusing that what exactly it does in Fitting on one dataset vs Transforming on another dataset.
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