The discussion focuses on uncertainty in probability, using examples like coin tossing and elections to illustrate different forms of uncertainty. It emphasizes the importance of defining sample space, which includes all possible outcomes, and the need for mutual exclusivity and collective exhaustiveness in these outcomes. Probability theory provides a framework to manage uncertainty.