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This lecture covers the concept of Von Neumann Entropy applied to mixed states and density matrices, emphasizing the properties of semi-definite matrices and eigenvalues. It also explores the entropy of quantum bits and two-level systems, providing examples of entangled systems and discussing the calculation of entropy for general mixed states.