Hence we can minimize

Expanding this, we have:

This is quadratic in
, hence it has a *global minimum* which we can
find by taking the derivative, setting it to zero, and solving for
.
Doing this yields:

These are the famous *normal equations* whose solution is given by:

The matrix

is known as the

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