Recent years are witnessing the rise of Artificial Intelligence as a precious tool to boost and aid medical practices tailored on the patient, following the widespread paradigma of precision medicine. This talk will provide an overview on one of the most studied subjects in this field: radiomics, i.e. the bridge between medical imaging and quantitative phenotyping.