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You learn stochastic processes and Ito calculus for modeling financial markets and understand the concepts of arbitrage, completeness and risk-neutral valuation. You can price derivatives (including exotic options) in continuous models, especially Black-Scholes and its generalizations, and implement various numerical methods.
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