Euclidean spaces are fundamental constructs in mathematics that generalize the notion of two-dimensional and three-dimensional spaces to any finite number of dimensions, characterized by the Euclidean distance formula. They form the basis for much of geometry and are essential in fields such as physics, computer science, and engineering for modeling and solving real-world problems.