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

The four subspaces

By the end of this lesson you can
  • Write down every solution of Ax = b, not just one
  • Find the rank, a basis and the dimension of any subspace
  • Draw the big picture of the four subspaces and use it

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.

Free preview: most of every slide is yours to read, with its Python lab. Members get the full text, every example with its solution, and five extra problems per lesson.

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Slides

Free previewLesson 4SubspacesSubspaces: lines and planes through the originOpen slide →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.

Free previewLesson 4NullspaceThe nullspace: finding the inputs that give zeroOpen slide →02 · Strang §3.2 · The nullspace of A

Null Space of a Matrix: How to Find It, Visually

The null space is every x with Ax = 0: inputs that produce no output. A walking picture, worked 2×2 and 3×3 examples and interactive Python. Strang §3.2.

Free previewLesson 4Special solutionsFinding the nullspace: reduce to R, then read off the special solutionsOpen slide →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 and 3×4 examples with Python. Strang §3.2.

Free previewLesson 4Complete solutionSolving Ax = b completely: one solution plus the nullspaceOpen slide →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.

Free previewLesson 4Basis and dimensionIndependence, basis and dimension: how many directions a space needsOpen slide →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 walking-directions picture, a 3D example and rank in Python. Strang §3.4.

Free previewLesson 4Four subspacesThe four fundamental subspaces and their sizesOpen slide →06 · Strang §3.5 · Dimensions of the four subspaces

The Four Fundamental Subspaces Explained Visually

Row space, column space, null space and left null space: their dimensions and how they fit together, with an interactive picture. Strang §3.5.

Free previewLesson 4RecapWhat you can now do.Open slide →07 · Recap · Reading

Lesson 4 Recap: The Four Subspaces

Chapter 3 on one page: subspaces, the null space, special solutions, the complete solution to Ax = b, basis, dimension and the four subspaces.

The full course

From Ax = b to PCA, by running it

Lessons 1 to 3 are free. Finish all eight and you will be able to:

You get: all 8 lessons with Python labs · every worked example and solution · 5 extra problems per lesson · your progress tracked · answers to your questions · every future update.

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