This course provides an introduction to various topics in statistical genetics and statistical genomics, with a special focus on widely used software and tools developed by researchers at SIB. The topics covered by the course include: population genetics, genome-wide association studies, differential expression analysis of gene expression data obtained by microarrays or RNAseq, analysis of ChIP-seq and 4C-seq data and integration of multiple genome-wide data sets.