This project is a Data Challenge within the AI challenges of the PPR Océan & Climat. Its objectives is to provide gridded, gap-filled, global maps of ecosystem biological and biogeochemical properties, using the now available wealth of imaging data of plankton and particles (e.g. marine snow), regressed on global fields of other variables (provided by satellite imagery, climatologies, possibly models, etc.).