Statistical mechanics combines principles of statistics and mechanics to predict and explain measurable properties of macroscopic systems based on microscopic constituents. It discusses three types of statistics: classical Maxwell-Boltzmann statistics, Bose-Einstein statistics for integer spin particles like photons allowing multiple occupancy, and Fermi-Dirac statistics for half-integer spin fermions like electrons following Pauli's exclusion principle of single occupancy. The document provides examples and characteristics of each statistical approach.