Essential 26¶
One primary spine per learning target. Use the five-book page when you need a different explanation, greater rigor, or a specialist reference.
1 | Mathematical reasoning¶
How to Prove It: A Structured Approach: Daniel J. Velleman
Primary spine | Undergraduate
2 | Linear algebra¶
Introduction to Linear Algebra: Gilbert Strang
Primary spine | Undergraduate
3 | Calculus + vector calculus¶
Calculus, Volumes I-II: Tom M. Apostol
Primary rigorous spine | Undergraduate
4 | ODEs + dynamical systems¶
Nonlinear Dynamics and Chaos: Steven H. Strogatz
Primary spine | Undergraduate / graduate
5 | PDEs + transport¶
Partial Differential Equations: An Introduction: Walter A. Strauss
Primary spine | Upper undergraduate
6 | Probability¶
Introduction to Probability: Joseph K. Blitzstein, Jessica Hwang
Primary spine | Undergraduate | open
7 | Statistics + causal inference¶
Causal Inference: What If: Miguel A. Hernán, James M. Robins
Causal primary spine | Graduate / advanced undergraduate | open
8 | Optimization¶
Convex Optimization: Stephen Boyd, Lieven Vandenberghe
Primary spine | Upper undergraduate / graduate | open
9 | Control + estimation¶
Feedback Systems: An Introduction for Scientists and Engineers: Karl J. Åström, Richard M. Murray
Primary spine | Upper undergraduate | open
10 | Information + signals¶
Elements of Information Theory: Thomas M. Cover, Joy A. Thomas
Information theory spine | Graduate / advanced undergraduate
11 | Algorithms + software systems¶
Introduction to Algorithms: Thomas H. Cormen, Charles E. Leiserson, Ronald L. Rivest, Clifford Stein
Algorithms reference | Undergraduate / graduate
12 | Scientific computing¶
Numerical Linear Algebra: Lloyd N. Trefethen, David Bau III
Primary spine | Upper undergraduate / graduate
13 | Mechanics + electromagnetism¶
Classical Mechanics: John R. Taylor
Mechanics spine | Undergraduate
14 | Thermodynamics + statistical mechanics¶
An Introduction to Thermal Physics: Daniel V. Schroeder
Primary spine | Undergraduate
15 | Quantum + condensed matter¶
Introduction to Quantum Mechanics: David J. Griffiths, Darrell F. Schroeter
Quantum primary spine | Undergraduate
16 | Chemistry + materials¶
Materials Science and Engineering: An Introduction: William D. Callister Jr., David G. Rethwisch
Materials primary spine | Undergraduate
17 | Molecular + cell biology¶
Molecular Biology of the Cell: Bruce Alberts et al.
Primary reference | Undergraduate / graduate
18 | Genetics + evolution + systems biology¶
Genetics: A Conceptual Approach: Benjamin A. Pierce
Genetics primary spine | Undergraduate
19 | Neuroscience + physiology¶
Neuroscience: Dale Purves et al.
Neuroscience primary spine | Undergraduate
20 | Electronics + embedded systems¶
The Art of Electronics: Paul Horowitz, Winfield Hill
Electronics primary reference | Undergraduate / professional
21 | Mechanical design + fluids + structures¶
Shigley's Mechanical Engineering Design: Richard G. Budynas, J. Keith Nisbett
Mechanical design spine | Undergraduate
22 | Metrology + experiments¶
NIST/SEMATECH e-Handbook of Statistical Methods: NIST, SEMATECH
Primary reference | Undergraduate / professional | open
23 | Manufacturing + operations¶
Factory Physics: Wallace J. Hopp, Mark L. Spearman
Operations / flow spine | Upper undergraduate / graduate
24 | Safety + reliability + security¶
An Introduction to System Safety Engineering: Nancy G. Leveson
Safety primary spine | Upper undergraduate / graduate
25 | Economics + institutions¶
Intermediate Microeconomics: A Modern Approach: Hal R. Varian
Microeconomics spine | Undergraduate
26 | History, power + human judgment¶
The Blackwell Encyclopaedia of Political Thought: David Miller, Janet Coleman, William Connolly, Alan Ryan (eds.)
Political-thought reference | Undergraduate / graduate