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Using monte carlo simulations to plot different option prices, assuming the returns follow a gaussian distribution

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rayyanmirza123/monte_carlo_option_pricing

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Monte Carlo Option Pricing Simulator

This project simulates European call/put option prices using:

  • Geometric Brownian Motion (GBM)
  • Monte Carlo methods
  • Black-Scholes comparison

Features

  • Simulates 1000s of asset paths
  • Calculates expected payoff and discounted option price
  • Visualizes sample trajectories and distributions

Requirements

  • Python 3.x
  • NumPy, Matplotlib, Jupyter

Example Output

sample

Author

Rayyan Mirza

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Using monte carlo simulations to plot different option prices, assuming the returns follow a gaussian distribution

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