This lecture covers the properties of orthogonal matrices, including the relationship between a matrix and its transpose, the construction of orthogonal matrices using unit vectors, and the eigenvalues of orthogonal matrices. The lecture also demonstrates how to show that a matrix is orthogonal and how to determine the eigenvalues of an orthogonal matrix.