v1.0 — interactive

Linear algebra,
actually explained.

Vectors, matrices, transformations. The math behind ML, graphics, and everything else. No hand-waving. Just clear explanations with animations you can poke at.

Course content

Six modules. Zero fluff.

Everything you need to actually understand linear algebra. Each module has interactive demos and quizzes.

01

Vectors & Spaces

What vectors actually are. Addition, scaling, and why vector spaces matter.

45 min 5 quizzes
02

Matrix Operations

Multiplication, transpose, inverse. The operations you'll use constantly.

60 min 6 quizzes
03

Transformations

Rotation, scaling, shearing. See what matrices do geometrically.

55 min 5 quizzes
04

Determinants

That thing you memorized but never understood. Now with actual intuition.

40 min 4 quizzes
05

Eigen-everything

Eigenvalues, eigenvectors. The key to PCA, PageRank, and quantum mechanics.

65 min 5 quizzes
06

Solving Systems

Gaussian elimination and beyond. Actually solve Ax = b.

50 min 5 quizzes
Why this exists

Math shouldn't be confusing.

Most linear algebra courses dump formulas on you without explaining what any of it means. That's backwards. This course starts with intuition and builds up to the formulas.

Every concept has an interactive visualization. Drag vectors around. Watch matrices transform grids. See the determinant change as you move things. That's how you build understanding.

6
modules
30
quizzes
~5h
total

Ready?

It's free. Just sign in and start.

start the course