This monograph consists of the design and implementation of 3 classification techniques (Neural Networks, Logistic Regression and Vector Support Machines) for electroencephalographic signals through signal processing and the application of techniques and methods that allow extracting the most relevant features for distinguish a healthy patient from an epileptic patient.