This lecture covers the concept of best approximative subspace, focusing on finding the minimal solution of a given problem using orthogonal bases and factorization. The instructor explains the process step by step, emphasizing the uniqueness of the optimal solution and the spectral theorem. The lecture concludes with practical examples and demonstrations of the theoretical concepts.