This summerschool is organized by the Polytechnical School of the Univ. San Pablo - CEU in a joint effort with a number of universities and companies: IEEE EMBS (Engineering in Medicine and Biology Society), SPSS, National Center of Biotechnology (CSIC), Univ. San Pablo – CEU, Univ. Complutense de Madrid, Univ. De Castilla La Mancha, Univ. De Málaga, Univ. Politécnica de Madrid, Univ. País Vasco. It is an intensive course (90 hours in 3 weeks) aiming at providing attendees with an introduction to the theoretical foundations as well as the practical applications of some of the modern statistical analysis techniques currently in use. The summerschool takes 3 weeks and is divided into 3 modules (each one with 4 subjects). Each subject has 8 theoretical classes and 7 practical classes in which each technique is put into practice with a computer program. Students may register only in those courses of their interest.