This lecture continues the exploration of Newton's method, focusing on the convergence properties and quadratic convergence. The theorem 8.4 is presented, showing the conditions for convergence and the speed of convergence. The lecture also discusses situations where Newton's method may fail to converge, providing insights into the behavior of the method in different scenarios.