This course aims to introduce major computational methods in finance, which include lattice tree method, numerical partial differential equation method, Fourier transform method, Monte Carlo simulation method, etc. Basic theories behind these methods are discussed. Error or variance analysis are developed for financial applications such as risk management, option pricing, optimal portfolio selection, systemic risk, rare event simulation, etc.