We will review several settings of such spaces, their geometry and corresponding stochastic analysis: Hilbert-Schmidt groups as natural infinite-dimensional analogues of matrix groups, loop groups, and the homogeneous space Diff(S^1)/S^1 associated with the Virasoro algebra.