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Anthony from Pretty Printed explains the difference between annotate and aggregate in Django. While aggregate condenses data into a single value, annotate maintains individual rows but aggregates across them. Annotate allows for calculations across rows without reducing data to a single value, as seen in the generated raw queries demonstrated in the video tutorial.