How does the gradient hand you the tangent plane to a level surface in one line, and why does setting the linearization to zero give the same plane?
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The gradient as the normal to a level surface
Record that a surface given by an equation is a level set of , so at the point is the normal vector of its tangent plane.
Example: tangent plane to the hyperboloid at
For , compute at the point, write the plane with that normal, and plug in the point to reach .
Second method: setting the linear approximation to zero
Write , set the right side exactly to zero with and so on, and confirm the same plane.