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In this video tutorial, Anthony from pretty printed discusses how to use annotate in Django. While aggregate condenses data to a single value, annotate aggregates across different rows and applies the result to individual rows without reducing them to one value. The function is similar to aggregate but serves a different purpose, using the same functions but with varying outcomes. Anthony will demonstrate this concept by showing the raw queries generated in the video.