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In this tutorial, Chris McCormick discusses how to apply Bert to document classification, building on previous lessons about fine-tuning Bert for sentence classification. The main difference between sentence and document classification lies in Bert's limitation on input text length. To address this, a different dataset of Wikipedia comments, including personal attacks, is used. The tutorial will cover how to handle this issue and provide additional insights at the end.