This lecture covers chapter 10 on boundary problems in 1D, focusing on finite difference methods. The instructor, Marco Picasso, explains the concept of boundary problems, finite differences, and their applications in 1D scenarios. The lecture delves into solving differential equations using finite difference approximations and understanding the behavior of solutions near boundaries.