Fluctuation Theorems provide a quantitative description of the probability distributions of entropy production in non-equilibrium thermodynamic systems, highlighting how these systems can momentarily defy the second law of thermodynamics. They bridge the gap between microscopic reversible dynamics and macroscopic irreversible behavior, offering insights into the statistical mechanics of small systems where thermal fluctuations are significant.