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Pricing and greeks simulation of an autocallable structure by monte carlo and pyspark

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Pricing and greeks simulation of an autocallable structure by monte carlo and pyspark (delivered as facultative exercise for the course 'Python for finance and AI' at ESILV)

Details :

  • myapp : main
  • myautocallable : contains functions to simulate payoff and price of a simple autocall derivative
  • myblackscholes : contains functions to compute price by black&scholes model
  • myfinutils : contains functions to estimate financial vars such as implied vol, interest rate, etc.
  • mygreeks : contains functions to derivate and plot the greeks
  • /res : contains test data from real market data (dated 2015)

Possible future fixing :

  • management of exceptions
  • implementation of Halton series to perform Quasi MontiCarlo (literature tells that it could let to use 1 order of magnitude less in n of simu)

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Pricing and greeks simulation of an autocallable structure by monte carlo and pyspark

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