Equilibrium statistical physics is the study of systems where macroscopic properties do not change over time, achieved by a balance between microscopic states according to the laws of probability. It utilizes statistical methods to connect microscopic laws of motion with thermodynamic laws, providing insights into phenomena such as phase transitions and fluctuations.