Atomic orbitals refer to regions around an atom's nucleus where there is a high probability of finding an electron. These orbitals are defined by quantum numbers and can be of different types such as s, p, d, and f orbitals. Their shapes and orientations are crucial in determining how atoms bond and interact with each other in various chemical reactions, including those involved in catalysis.