Tempered distributions are generalized functions that extend the concept of distributions to include those that grow at most polynomially at infinity, making them suitable for the Fourier transform. They are essential in the analysis of partial differential equations and quantum mechanics where traditional functions are inadequate for describing physical phenomena.