Geometry and algebra of linear maps, vectors, and matrices
A quadratic form xᵀAx takes a vector and returns a single number that varies quadratically in x, the matrix version of ax². As x ranges over all directions, this number traces out a surface, and the matrix A (taken symmetric) decides the shape of that surface.
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▶ Quadratic Forms