Von Neumann entropy is a measure of the quantum mechanical uncertainty or mixedness of a quantum state, analogous to the classical Shannon entropy for probability distributions. It is defined as the trace of the product of the density matrix and the logarithm of the density matrix, providing insights into quantum information and entanglement properties of the system.