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Math & science · Core

Linear Algebra

Matrices as transformations you can picture, not tables you manipulate.

4.98· 4,120 learners29 tutors available

$10 to $12 a month, per tutor

Someone here teaches Linear Algebra.

Subscribe to them and every lesson, note and quiz they publish for this course opens, with an email whenever a new one lands.

Open the video lesson library

What you walk out with

  • See what a matrix does geometrically
  • Compute eigenvalues without dread
  • Connect rank, null space, and solvability
  • Apply it to ML without hand-waving
24
lessons
18h
of live time
29
tutors on it

The pathway

6 units to linear algebra.

Start at unit one and keep going, or jump to the unit that is actually on your exam. About 10 hours of live teaching end to end.

  1. Vectors and spans

    The mental model everything else sits on.

    Unit 1 of 6 · 80 min

  2. Matrices as maps

    Multiplication as composition.

    Unit 2 of 6 · 90 min

  3. Elimination and rank

    Solving systems, and knowing when you cannot.

    Unit 3 of 6 · 100 min

  4. Determinants

    Volume scaling, and why zero matters.

    Unit 4 of 6 · 70 min

  5. Eigenvectors

    The directions a transformation leaves alone.

    Unit 5 of 6 · 120 min

  6. Applications

    PCA, Markov chains, and least squares.

    Unit 6 of 6 · 110 min

  7. End of the pathway. You can teach this back.