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Maths foundations

Linear algebra

Vectors, matrices, eigenvalues and least squares. Essential for machine learning and graphics.

About 40 hours of study.

Where to learn it

Read
Mathematics for Machine Learning

Deisenroth, Faisal, Ong

Chapters 2–4

Section not checked yet

Watch
Linear Algebra (MIT 18.06)

Gilbert Strang

Video lectures, in order

Section not checked yet

Practise
18.06SC Linear Algebra, problems and solutions

Gilbert Strang

The Check Yourself problems at the end of each session

Every session has problems with worked solutions, so you can check yourself.

The self-paced version of 18.06. Each session ends with problems and worked solutions.

Other options

Wrong chapter, dead link, or know something better? Tell us on GitHub.

Which roles ask for it

Before and after

Learn first

Nothing. You can start here.

Linear algebra