Givental's formalism relating hypergeometric series to solutions of quantum differential equations arising from hypersurfaces in projective space will be explained. A particular case of this relationship is Givental's proof of the Mirror prediction for the numbers of rational curves on the Calabi-Yau quintic $3$-fold. The point of view of the talk will be entirely algebro-geometric.