Multivariate calculus from first principles
Up close, every smooth surface looks flat, the way the Earth feels flat under your feet. The linear approximation replaces the curvy function near a point with the flat tangent plane that just touches it there. The gradient supplies the tilt of that plane.
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▶ Linear Approximation