This lecture introduces the fixed point method, which guarantees convergence to a fixed point of a function under certain conditions. The theorem 8.3 is stated, assuming the function is differentiable and has a fixed point. The lecture explains the conditions for convergence and the linear convergence property, where the error decreases with each iteration.