This lecture covers the fundamentals of optimisation problems, including the objective function, decision variables, and constraints. It explains the methods for solving multi-dimensional optimisation problems with and without constraints, such as direct search and indirect search. The lecture also delves into the concept of Lagrange equivalence and the conditions of optimality in constrained programming.