Introduction
For most models, finding the best parameters means a long search. Linear regression with MSE is special: there's a formula that gives the answer directly, like solving 2x = 6 by dividing both sides by 2 instead of guessing values of x.
That formula is called the Normal Equation. This topic explains what it computes, how to use it, and when it's the wrong tool.