The College of Science in the Department of Mathematics discussed a seminar entitled A Refresher on Stochastic Dynamical Systems Foundations for postgraduate student Ahmed Fouad Abdel Jaleel. This seminar explores the modeling and analysis of stochastic equations (SDEs) and their role in modeling uncertainty in chemical reactor systems, and reviews the fundamentals of stochastic modeling and its distinction from deterministic frameworks.