Hyperbolic geometry is a non-Euclidean geometry where the parallel postulate does not hold, allowing for multiple parallel lines through a given point not on a line. It features unique properties such as the sum of angles in a triangle being less than 180 degrees and the concept of hyperbolic space, which models hyperbolic surfaces and spaces with constant negative curvature.