Subjects / Linear algebra
Best books to learn Linear algebra, in order
Linear algebra is a bottleneck for machine learning, physics, and graphics, and there's a right way in. The order that works builds geometric intuition first — vectors and transformations as things you can picture — then the computational machinery of matrices, then the abstractions of eigenvalues and vector spaces. Start with the abstract axioms and it's lifeless. See the geometry, then compute, then generalize.
Reading paths for linear algebra
Linear algebra: a reading path from intuition to real fluency
Intermediate7books66 hrs3 stages
Popular linear algebra books
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Frequently asked questions
- How should I approach learning linear algebra?
- Linear algebra is a bottleneck for machine learning, physics, and graphics, and there's a right way in. The order that works builds geometric intuition first — vectors and transformations as things you can picture — then the computational machinery of matrices, then the abstractions of eigenvalues and vector spaces. Start with the abstract axioms and it's lifeless. See the geometry, then compute, then generalize.
- What's a good book to start linear algebra with?
- A strong starting point is Linear algebra and its applications by Gilbert Strang. The ordered reading paths above show exactly where it fits and what to read next.
- What should I read after linear algebra?
- Once you have the fundamentals, explore closely related subjects like Trigonometry, Astrobiology & the search for alien life, The chemical elements & the periodic table.