Review of probability theory -- Basics of stochastic processes -- Discrete time market models -- Basics of Ito calculus and stochastic analysis -- Continuous time market models -- American options and binomial trees -- Implied and historical volatility -- Review of statistical estimation -- Estimation of models for stock prices