This course aims to introduce concepts and techniques in advanced probability theory and discrete time stochastic processes, as well as their applications to the real-world financial models and risk analysis. It introduces some fundamental concepts in Markov process, Martingales, Change of measure, and provides a needed preparation for its subsequent course “Advanced Stochastic Analysis in Finance”.