We review recent progress in determining the partition function of the ABJM theory in the large-N expansion, including all of the perturbative and non-perturbative corrections. In particular, we focus on how these exact expansions are obtained from various beautiful relations to the Fermi gas system, topological string theory, the integrable model, and the supergroup.