This document provides an overview of the topics that will be covered in Lecture 4 of the course EC4024 Probability & Statistics in Finance. The lecture will define probability and statistics, explain why they are used in finance, and provide examples of measuring risk and uncertainty. It will also include mini presentations on risk and uncertainty as well as probability distributions and the law of large numbers. Students are instructed to read the assigned materials and complete any exercises.