Fwd: [Wiki-research-l] [Wikimedia Research Showcase] May 20, 2020: Human in the Loop Machine Learning

Pine W <[email protected]> Sat, 16 May 2020 18:10:11 +0000
Newsgroups gmane.science.linguistics.wikipedia.english
Message-ID <CAF=dyJi0M6V0BmC4Op3HqOkE0k=cKRCWsBEL9LJRxMKbKc926A@mail.gmail.com>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