Quant Concepts
The mathematics and theory behind quantitative finance. No fluff — just the concepts you actually need.
What is Quant Finance?
The field, the roles, and what you need to know to get started.
02Black-Scholes Option Pricing in Python
Code the most famous formula in finance from scratch with Greeks.
03The Greeks Explained
Delta, Gamma, Vega, Theta — sensitivity measures for options.
04Monte Carlo for Option Pricing
Price options using Monte Carlo simulation in Python.
05Volatility Smiles and Surfaces
Why implied volatility varies across strikes and maturities.
06Portfolio Optimisation
Markowitz efficient frontier and optimal portfolio weights in Python.
07Pairs Trading
Cointegration-based market-neutral strategy in Python.
08Machine Learning for Finance
Intro to ML techniques applied to financial prediction.
09Deep Learning for Finance
LSTMs, transformers, and neural networks for time-series forecasting.
10Backtesting Pitfalls
Why your strategy fails in production and how to avoid common traps.