From equations to A*x = b
A system of linear equations is a set of equations in the same unknowns, where each unknown appears only multiplied by a number and added — no squares, no products of unknowns. Take this pair in x and y.
2x + 1y = 5 1x + 3y = 6 packs into A*x = b with A = [[2,1],[1,3]] x = (x,y) b = (5,6)
Read A*x with last guide's column view: we are asking what weights x make a blend of A's columns equal b. A whole system collapses into one tidy line: **A*x = b**.
The geometry: where lines meet
Each equation in two unknowns draws a line in the plane. A solution is a point (x, y) that sits on every line at once. With three unknowns, each equation is a plane in space, and a solution is a point shared by all the planes.
One, none, or infinitely many
Two lines can relate in exactly three ways, and so can the system: they cross at one point (one solution), they are parallel and never touch (no solution), or they are the same line (infinitely many solutions). There is no fourth case — a linear system never has exactly two or exactly five solutions.