Based on our MDA courses held in different locations (Valencia, Cambridge, Edinburgh and Lisbon), we will introduce students to the basics and the state-of-the-art on genomic data analysis from the most common platforms (microarrays, genotyping arrays and NGS) and the most common analytic tasks on these contexts, including differential gene expression, class discovery, predictors, association tests and functional analysis.