This lecture covers the concepts of matrices conjugation and equivalence in advanced linear algebra. It explains the conditions under which two matrices are considered equivalent and how conjugation by a matrix works. The lecture also delves into the properties of conjugation, such as linearity and multiplicativity. Additionally, it discusses the concept of conjugation classes and the similarity of matrices in suitable bases.