What is Machine Learning and How Does It Work? In-Depth Guide Sometimes people perform principal component analysis to convert correlated variables into a set of linearly uncorrelated variables. Nonlinear regression algorithms, which fit curves that are not linear in their parameters to data, are a little more complicated, because, unlike linear regression problems, they can’t...