Abstract In this chapter, we present the main classic machine learning methods. A large part of chapter is devoted to supervised techniques for classification and regression, including nearest neighbor methods, linear logistic regressions, support vector machines, tree-based algorithms. We also describe problem overfitting as well strategies overcome it. finally provide a brief overview unsuper...