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In this tutorial, Chris McCormick demonstrates how to apply BERT to document classification. Unlike sentence classification, document classification involves longer input text which BERT has limitations with. To address this, a different dataset of Wikipedia comments containing personal attacks will be used. By the end of the tutorial, viewers will learn how to handle this issue and work with the dataset effectively.