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Colossal Book of Mathematics by Martin Gardner: Uses games and recreational math to introduce areas like group theory and topology.

The Great Mathematical Problems by Ian Stewart: Does a good job explaining several of the major open problems in math today.

Finding Moonshine by Marcus Du Sautoy: Tells the story of the unexpected connection between two areas of math that, on the surface, seem to be completely unrelated.