Sameer Siddiqui

Derivatives

Options pricing models, Greeks, volatility surfaces, structured products, and exotic derivatives — from Black-Scholes to stochastic vol.

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Deriving the Black-Scholes PDE from First Principles

A rigorous derivation of the Black-Scholes partial differential equation using Itô's lemma, delta hedging, and no-arbitrage arguments — followed by a complete Python implementation of the closed-form solution.

7 min read1 Jun 2026