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Option Pricing: Python vs C++

Option pricing models implemented in Python and C++, with a focus on accuracy, convergence and runtime performance.

Goal

Use Python for prototyping, analysis and validation, and C++ for performance-critical numerical implementations.

Planned Modules

Status Module Focus
Planned Black-Scholes Analytical benchmark
Planned Binomial Tree Discrete-time pricing and convergence
Planned Monte Carlo Simulation and performance comparison
Planned Finite Difference PDE Numerical solution of the Black-Scholes PDE
Planned Thesis Extension PDE pricing with banded / piecewise volatility

Workflow

Theory
→ Python prototype
→ C++ implementation
→ accuracy comparison
→ performance benchmark
→ interpretation

Stack

Python | NumPy | pandas | matplotlib | C++ | Git

Status

Initial setup.

About

Option pricing models implemented in Python and C++, with performance and accuracy comparisons.

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