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In this video, Anthony from Pretty Printed explains the concept of using annotate in Django. He compares it to the aggregate function, highlighting that both use similar functions but serve different purposes. Aggregate condenses data into a single value, while annotate does not reduce everything to one value but aggregates across different rows, returning results aligned with individual rows. Anthony will demonstrate how to use annotate in Django and showcase the raw queries being generated in the video.