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Non-commutativity: order usually matters

Even when both AB and BA exist, they often differ. Different pipelines deform space differently...

Beginner Mathematics
Column picture of $AB$: $A$ times each column of $B$

Column j of AB equals A times column j of B. Thus the column space of AB lies inside the column...

Beginner Mathematics
Row picture: rows of $A$ dot columns of $B$

Entry (i,j) of AB is row i of A dotted with column j of B. Useful when interpreting rows as...

Beginner Mathematics
Powers and repeated transformations

Applying the same map k times corresponds to A^k when well-defined. Diagonalization later makes...

Beginner Mathematics
Looking ahead: encode all sequential computation pipelines

Numerical pipelines in graphics, robotics, and recurrent nets are long matrix chains. This chapter...

Beginner Mathematics
Coordinates depend on basis; geometry does not

Two observers can use different skewed grids while agreeing on the same arrows in space. Their...

Intermediate Mathematics
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Transformations in alternate coordinates sandwich

If M_textyours is the matrix of a linear map in your coordinates, the same geometric transformation...

Intermediate Mathematics
Parsing the "backwards" feeling

Students often feel the change-of-basis story runs backward. The resolution is to separate geometry...

Intermediate Mathematics
Trace and determinant stay similar

Similarity B^-1MB preserves trace and determinant even when individual entries scramble [@2]. That...

Intermediate Mathematics
Worked mental checklist for change of basis

A reliable workflow: identify columns of B, confirm invertibility, then multiply or sandwich as the...

Intermediate Mathematics
Lead-in: eigenbasis is the ultimate friendly coordinate change

When enough eigenvectors span the space, a matrix B built from them diagonalizes M = B D B^-1 with...

Intermediate Mathematics
Eigenvector: stays on its span, only stretches or flips

An eigenvector mathbfv satisfies Amathbfv = lambda mathbfv: the map acts on mathbfv purely by the...

Advanced Mathematics