The set interface in Java represents a collection that disallows duplicate elements, with core implementations being HashSet, TreeSet, and LinkedHashSet, each offering different performance and ordering characteristics. Key operations include adding and removing elements, bulk operations that perform set algebra, and methods for converting collections to sets while eliminating duplicates. The document also emphasizes best practices for using collections by their interface types to maintain flexibility in changing implementations.