This document describes an art installation called "Computers Watching Movies" created by Benjamin Grosser in 2013. The installation involved computers watching and sketching scenes from 6 popular movies: Inception, Annie Hall, American Beauty, The Matrix, Taxi Driver. The document questions whether computers can understand why humans watch certain movies or pick up on narrative patterns and historical viewing contexts when watching on their own.