In 2024, I participated as faculty in the “How to develop a radiomics signature” course organised for the European Society of Gastrointestinal and Abdominal Radiology. Here, I gave a short presentation on machine-learning model development and tuning, as well as two practical programming sessions: one on radiomic feature extraction and the other on model development and (fine-)tuning. Both are freely available.