Book-to-Course Coverage Matrix
Which lessons draw on each source book. Bold lesson numbers indicate the book is a primary source for that lesson. The full source–citation map and reverse audit live in the docs folder.
| Source | Lessons | Primary | Where |
|---|---|---|---|
| A Mind for Numbers (Barbara Oakley, 2014) | 10 | 1 | 0.1 0.2 0.3 0.5 1.2 1.3 2.1 2.3 2.5 19.14 |
| Additional Exercises for Convex Optimization (Boyd & Vandenberghe, 2016) | 14 | 5 | 3.2 3.4 3.5 10.1 10.2 10.3 10.4 10.5 11.4 11.6 18.1 18.6 19.10 19.9 |
| Algorithmic and High-Frequency Trading (Cartea, Jaimungal & Penalva, 2015) | 9 | 8 | 16.1 16.2 16.3 16.4 16.5 16.6 18.6 18.7 18.8 |
| Army Science Board - Report of Panel on Emerging Human Technologies (Dec 1983) | 1 | 0 | 0.4 |
| Brownian Motion and Stochastic Calculus (Karatzas & Shreve, 2nd ed., GTM 113) | 12 | 3 | 7.3 7.6 8.1 8.2 8.3 8.4 8.5 9.1 9.4 9.5 18.2 18.7 |
| Calculus, Vol. I (Tom Apostol, 2nd ed., 1967) | 28 | 18 | 1.1 1.2 1.3 1.4 1.5 2.1 2.2 2.3 2.4 2.5 2.6 2.7 3.1 3.3 6.1 6.3 18.1 19.1 19.11 19.12 19.14 19.2 19.3 19.4 19.5 19.6 19.7 19.8 |
| Calculus, Vol. II (Tom Apostol, 2nd ed., 1969) | 7 | 5 | 3.1 3.2 3.3 3.4 3.5 4.1 4.3 |
| Enhancing Human Performance (Swets & Bjork / U.S. Army, 1988) | 1 | 1 | 0.4 |
| Fluent Forever (Gabriel Wyner, rev. ed.) | 1 | 1 | 0.5 |
| Linear Algebra Done Right (Sheldon Axler, 4th ed., 2024) | 14 | 7 | 1.1 4.1 4.2 4.3 4.4 4.5 4.6 5.1 5.2 5.3 5.4 5.5 19.13 19.3 |
| Make It Stick (Brown, Roediger & McDaniel, 2014) | 6 | 1 | 0.1 0.2 0.4 0.5 1.4 2.2 |
| Measure, Integration & Real Analysis (Sheldon Axler, GTM 282) | 8 | 5 | 6.1 6.2 6.3 6.4 6.5 7.1 7.2 7.4 |
| Methods of Mathematical Finance (Karatzas & Shreve, 1998) | 11 | 1 | 9.6 14.1 14.2 14.3 14.5 15.1 15.2 15.3 15.4 15.5 18.3 |
| Monte Carlo Methods in Financial Engineering (Paul Glasserman, 2004) | 18 | 5 | 5.4 5.5 7.5 9.3 13.1 13.2 13.3 13.4 13.5 17.1 17.2 17.3 17.5 18.2 18.3 18.4 18.6 18.7 |
| Numerical Linear Algebra (Trefethen & Bau, SIAM, 1997) | 19 | 9 | 4.2 4.4 4.7 5.1 5.2 5.3 5.4 5.5 10.2 10.4 18.1 19.10 19.12 19.13 19.14 19.2 19.4 19.8 19.9 |
| Peak (Ericsson & Pool, 2016) | 1 | 1 | 0.3 |
| Probability: Theory and Examples (Rick Durrett, 5th ed.) | 26 | 11 | 1.5 2.7 6.2 6.4 6.5 7.1 7.2 7.3 7.4 7.5 7.6 7.7 8.1 8.2 8.3 9.2 11.1 11.5 12.1 12.5 13.1 13.2 18.2 19.11 19.5 19.6 |
| Stochastic Calculus for Finance II (Steven Shreve, 2004) | 31 | 11 | 2.4 2.6 7.7 8.4 8.5 9.1 9.2 9.3 9.4 9.5 9.6 13.3 13.4 13.5 14.1 14.2 14.3 14.4 14.5 15.1 15.2 15.3 15.4 15.5 16.1 16.2 16.3 16.4 16.5 16.6 18.3 |
| The Elements of Statistical Learning (Hastie, Tibshirani & Friedman, 2nd ed.) | 20 | 8 | 4.5 4.6 4.7 10.1 10.3 10.5 11.1 11.2 11.3 11.4 11.5 11.6 11.7 12.2 12.3 12.6 17.4 18.5 18.8 19.7 |
| The Pragmatic Programmer (Thomas & Hunt, 2nd/20th Anniv. ed., 2019) | 22 | 12 | 17.1 17.2 17.3 17.4 17.5 17.6 18.5 18.8 19.1 19.10 19.11 19.12 19.13 19.14 19.2 19.3 19.4 19.5 19.6 19.7 19.8 19.9 |
| The Volatility Surface (Jim Gatheral, 2006) | 8 | 6 | 12.4 14.4 15.1 15.2 15.3 15.4 15.5 18.4 |
| Time Series Analysis (James Hamilton, 1994) | 18 | 6 | 11.2 11.3 11.7 12.1 12.2 12.3 12.4 12.5 12.6 16.1 16.2 16.3 16.4 16.5 16.6 17.6 18.4 18.5 |
| Ultralearning (Scott Young, 2019) | 2 | 0 | 0.2 0.3 |