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The video tutorial explains how to remove duplicate lines in a file using Linux Bas terminal. The command `sort T1 uni- I` helps identify and remove duplicates, as demonstrated with a file named Steven containing repeated lines. By redirecting the output to a new file such as UL, users can view only the unique lines in the file. This process helps in efficiently managing files in Linux terminal.