This two-days workshop is dedicated to machine learning and data processing on networks. We will propose interactive examples of applications (network immunisation in epidemiology, inverse problem in neuro-science and multiscale data analysis on graphs). We also intend to discuss related problems in cellular differenciation analyses based on single-cell measurements.