Probability and Stochastics for Finance

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Free Online Course: Probability and Stochastics for Finance provided by Swayam is a comprehensive online course, which lasts for 8 weeks long, 2-3 hours a week. The course is taught in English and is free of charge. Upon completion of the course, you can receive an e-certificate from Swayam. Probability and Stochastics for Finance is taught by Joydeep Dutta.

Overview
  • This course provides the minimum mathematical requirements to study mathematical finance or more precisely the pricing of financial derivativesPRE-REQUISITE:Mathematics should be at least a course among the minor subjects.INTENDED AUDIENCE:Senior UG or PG students in Mathematics, Physics, Economics or Finance with mathmatics as one of the subjects.Professionals from the finance industry.INDUSRTY SUPPORT:Any financial firms like Goldman Sachs, Investment Department of Banks would be interested.

Syllabus
  • Week 1:
    Fundamentals of Interest RateFixed income securitiesTerm structure of Interest rate-ITerm structure of Interest rate-IIOptimization problems in Finance
    Week 2:

    Crash course on Karush-Kuhn-Tucker ConditionsMean Variance Portfolio OptimizationMarketing Model & Related IssuesThe Capital Asset Pricing Model-IThe Capital Asset Pricing Model-II
    Week 3:
    The Basics of Financial Markets & Financial DerivativesBinomial Trees and ArbitragePricing Options using Binomial Trees-IPricing Options using Binomial Trees-IIGirsanov's Theorem
    Week 4:
    Black Scholes Formula:The Risk Neutral ApproachMore on Black Scholes FormulaDividend Paying StocksPricing Forwards & Futures-IPricing Forwards & Futures-II

    Week 5:
    Basic Probability
    Interesting problems in Probability
    Random variables, Distribution Functions and Independence
    Chebyshev's Inequality, Borel-Cantelli Lemmas and related issues
    Law of Large Numbers and Central Limit Theorem

    Week 6:
    Conditional Expectation
    Martingales
    Brownian Motion

    Week 7:
    Ito Integral
    Ito Calculus

    Week 8:
    Ito Integral in Higher Dimensions
    Applications of Ito Integral
    Black-Scholes Formula

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