What's the use of Matrices for regression analysis?

There is a youtube video with complete explanation. In linear regression when the algorithm solves the problem for co-efficients its actually a matrix solution which the algorithm does, it takes all Y values in one vector matrix, all x1, x2 in one matrix and then the bias "e" in one matrix and solves it for coefficients. Its been explained in the video as well.