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In this video tutorial, Anthony from Pretty Printed explains how to use annotate in Django. He compares it to the aggregate function, noting that while aggregate condenses data into a single value, annotate aggregates across different rows and appends the results to individual rows. The purpose of annotate is to add calculated values to each row without reducing everything to one value. Anthony demonstrates how to use annotate in Django with raw queries in the video.