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In this video tutorial, Chris McCormick demonstrates how to apply Bert to document classification. He discusses the difference between sentence and document classification, emphasizing Bert's limitations with input text length. To overcome this limitation, a different data set of Wikipedia comments containing personal attacks is used. McCormick also promises to provide additional insights at the end of the tutorial.