Linearization use tangent space to approximate a function in the vicinity of a point :

It can be seen as first-degree Taylor expansion.

Function with Multiple Inputs

See also: gradient > Gradient as Best Linear Approximation

Given a function , we can approximate this function near by

In one and two dimensions, we have tangent line and tangent plane, respectively. Visualizing higher dimensions is more challenging.