Experiments with ultracold atoms provide a highly controllable laboratory setting with many unique opportunities for precision exploration of quantum many-body phenomena. The nature of such systems, with strong interaction and quantum entanglement, makes reliable theoretical calculations challenging. Especially difficult are excitation and dynamical properties, which are often the most directly relevant to experiment. We carry out exact numerical calculations, by Monte Carlo sampling of imaginary-time propagation of Slater determinants, to compute the pairing gap in the two-dimensional Fermi gas from first principles. Applying state-of-art analytic continuation techniques, we obtain the spectral function, and the density and spin structure factors providing unique tools to visualize the BEC-BCS crossover. These quantities will allow for a direct comparison with experiments.It is truly unusual when, starting from a microscopic Hamiltonian, theory can achieve an exact description of a strongly correlated fermionic system which, at the same time, can be realized in a laboratory with great precision and control. Experiments with ultracold atoms [1,2] have provided a possibility to realize such a scenario. The accuracy that can be reached in experiments with Fermi atomic gases and optical lattices is exceptional, thus offering a unique setting to explore highly correlated quantum fermion systems. In this paper, we demonstrate that, from the theoretical side, advances in computational methods now make it feasible to obtain numerically exact results for not only equilibrium properties, but also excited states. We compute the pairing gap, spectral functions and dynamical response functions in the two-dimensional Fermi gas across the range of interactions, which will allow direct comparisons with spectroscopy or scattering experiments. The dynamical properties provide a powerful tool to probe the behavior of the system and to visualize the crossover from a gas of molecules to a BCS superfluid.We study the Fermi gas with a zero-range attractive interaction, which has generated a great deal of research activity [1][2][3][4][5][6][7][8][9][10][11][12][13][14][15]. The interest of the system is very wide, ranging from condensed matter physics [6,16] to nuclear physics, with possible important applications also in the study of neutron stars [17,18]. This system describes experiments with a collection of atoms, for example 6 Li, which are cooled to degeneracy in an equal mixture of two hyperfine ground states, labeled | ↑ and | ↓ . Feshbach resonances allow the tuning of the interactions by varying an external magnetic field, making the system a unique laboratory to explore many-body physics [19,20]. Starting from a weakly interacting BCS regime, where the attraction between particles induces a pairing similar to the one observed in ordinary superconductors, a crossover is observed as the interaction strength is increased, leading to a BEC regime where the Cooper pairs are tightly bound such that the system behaves as a gas of...