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Anthony from Pretty Printed discusses how to use annotate in Django, comparing it to the aggregate function. While aggregate condenses data to a single value, annotate aggregates results across different rows and appends them to individual rows. Annotate does not reduce data to one value like aggregate does. The video will provide examples and raw queries to demonstrate the concept.