After introducing the concept of least squares estimation, we will now show the analytical solution. In other words, we will show how to obtain the least squares estimate of the unknown parameters $x$.

In this video we will determine the gradient of a matrix-vector product. You may want to review the unit on Gradient in the Pre-knowledge Mathematics module, before watching the video.