In the least squares sense. If we develop the normal equations for (7.11) using (7.8), we will end up with nonlinear simultaneous equations which are more difficult to solve than linear equations. So, one way to get around this difficulty is to first linearize the exponential form (7.11) by taking the logarithm of f(x).