This lecture covers the concept of martingales, analyzing the probability of extinction in branching processes, and the conditions under which extinction occurs. The instructor explains the calculations involved, demonstrates the main theorem on extinction probability, and provides examples related to male descendants in the United States. The lecture concludes with a corollary discussing the relationship between the expectation of offspring and the probability of extinction, highlighting scenarios where extinction is certain or impossible.