Dyson's Brownian motion is a model describing the evolution of eigenvalues of random matrices as a function of time, where the eigenvalues follow a stochastic process similar to Brownian motion. This framework is crucial in understanding the statistical properties of large complex systems and has applications in fields such as quantum mechanics and number theory.