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Scalar multiplication: stretch, squeeze, and flip

Scaling a vector by c rescales its length by |c| and flips direction when c<0. The chapter...

Beginner Mathematics
Cross-training for cross products next chapter

Dot products measure alignment along a direction; cross products (next chapter) build perpendicular...

Intermediate Mathematics
Coordinates as linear combinations of basis arrows

Writing (x,y) as xhatmathbfi+yhatmathbfj reveals the secret grammar: coordinates list the scalars...

Beginner Mathematics
Tall matrices: stacking measurements

Each row of a tall matrix can encode one sensor reading or one linear constraint. When m>n,...

Intermediate Mathematics
Linear combinations: scale, then add, same recipe in every dimension

A linear combination of vectors mathbfv_1,ldots,mathbfv_k is any sum...

Beginner Mathematics
Orientation: sign of determinant

The sign of det A tells you whether orientation is preserved or reversed [@2]. A two-dimensional...

Intermediate Mathematics
Computing inverses conceptually with row operations

Augment [Amid I] and row-reduce. When A is invertible, the reduced form becomes [Imid A^-1] [@2]....

Intermediate Mathematics
Dual bases vs orthonormal trick

For a general (possibly non-orthonormal) basis mathbfb_1,ldots,mathbfb_n, the dual basis...

Intermediate Mathematics
Rows as constraints in linear systems

Each row of Amathbfx=mathbfb is a scalar constraint: mathbfa_i^Tmathbfx=b_i. Geometrically, the set...

Intermediate Mathematics
Geometric definition in $\mathbb{R}^3$

The cross product mathbfatimesmathbfb in mathbbR^3 is a vector perpendicular to both mathbfa and...

Intermediate Mathematics
Bilinearity and algebraic determinant template

Cross product is bilinear: linear in each argument when the other is fixed. Distribution rules...

Intermediate Mathematics
Cross products set up transformed versions next chapter

The next chapter asks how T(mathbfatimesmathbfb) relates to T(mathbfa)times T(mathbfb) for a linear...

Intermediate Mathematics