The interactive film is in the book's Companion

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The Matrix Exponential: a Flow Whose Area Grows like e to the Trace

Chapter 6 · Mathematics for AI and Machine Learning · Advanced · 1:36

An interactive live film: a ring of initial states flows upward in time under e^{tA}, turning and swelling; det e^{tA} = e^{t tr A}. Choose the trace so the area stays constant.

Narration

A linear differential equation, x prime equals A x, moves every point of the plane. Its solution is x of t equals the matrix exponential of t A, times the starting point.

The exponential is the same power series as for numbers: the identity, plus t A, plus t A squared over two, and so on. It converges for every square matrix.

The rest of the narration is in the book's Companion.

More from Chapter 6

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