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In this video tutorial, Chris McCormick demonstrates how to apply Bert to document classification. While sentence classification and document classification are similar, Bert has limitations on input text length. To address this issue, a different dataset, consisting of Wikipedia comments with personal attacks, is used. McCormick discusses the dataset in detail and provides a bonus tutorial at the end of the notebook.