> @mblondel I'd definitely prefer the API @agramfort proposed, for something you end up using very often this keyword is not very elegant.

That's why I wrote "The fit_inverse_transform parameter is orthogonal to issue #2113 and should probably be merged separately as it warrants a discussion on its own." 

Now we have 3 superfluous commits + 1 commit to revert.