Linear Algebra, Live
Chapter 3 · Lesson 4 · Strang §3.1 to §3.5

The four subspaces

Subspaces, the nullspace, pivot and free columns, the complete solution to Ax = b, independence and dimension, and the big picture of the four subspaces. 7 short slides, then worked examples and problems. Each slide has an everyday picture, a worked example and Python you can run right on the page.

Slides

01 · Strang §3.1 · Spaces of vectors

Vector Spaces and Subspaces Explained Visually

A subspace is a set you cannot leave by adding and scaling: a line or plane through the origin. Examples, non-examples and live Python. Strang §3.1.

02 · Strang §3.2 · The nullspace of A

Null Space Explained Visually

The null space is every input x with Ax = 0: inputs that produce no output. A two-thruster boat, a worked example and an interactive plot in Python. Strang §3.2.

03 · Strang §3.2 · Solving Ax = 0 and Rx = 0

Reduced Row Echelon Form, Pivot Columns and Special Solutions

Reduce A to R, spot the pivot and free columns, and build the special solutions that fill the null space. Worked 2×4 example with Python. Strang §3.2.

04 · Strang §3.3 · The complete solution to Ax = b

The Complete Solution to Ax = b: Particular Plus Null Space

Every solution of Ax = b is one particular solution plus any null space vector. See the solution line in an interactive plot and find it in Python. Strang §3.3.

05 · Strang §3.4 · Independence, basis and dimension

Linear Independence, Basis and Dimension Explained

Independent vectors, a basis and the dimension of a space, with a toolkit analogy, a 3D example and rank in Python. Strang §3.4.

06 · Strang §3.5 · Dimensions of the four subspaces

The Four Fundamental Subspaces Explained Visually

Row space, null space, column space and left null space: where they live, their dimensions, and why the row space is perpendicular to the null space. Interactive plot. Strang §3.5.

07 · Recap · Reading

Lesson 4 Recap: The Four Subspaces

Chapter 3 on one page: subspaces, the null space, pivot and free columns, the complete solution to Ax = b, basis and dimension, and the four fundamental subspaces.

✎ · Practice

Worked examples and problems

Worked examples and practice problems with hidden solutions: subspaces, null space, special solutions, the complete solution to Ax = b, independence and the four subspaces.