This lecture covers the least squares solution to the equation Ax=b, focusing on the normal equation A^TAX=A^Tb and its application. The instructor explains the process step by step, including matrix operations and calculations, to find the solution. Different scenarios and examples are presented to illustrate the concept and its practical implications.