The Fermi-Dirac distribution describes the statistical distribution of particles, specifically fermions, over energy states in a system at thermal equilibrium. It reflects how many particles occupy each energy level at a given temperature and is crucial for understanding the behavior of electrons in solids and quantum gases, particularly in relation to their occupancy and energy levels.