Exploring and introducing AI/ML concepts from large scale manufacturing towards lab operations and metabolic level. TU Delft and DSM started a research program 'AI for Biosciences' with the acronym 'AI4b.io' aimed at long-term innovation in the domain of Artificial Intelligence (AI) for developing biobased products and optimizing biobased production technologies. The overall goal of the collaboration is to develop a deep understanding of how novel AI technology (methods, techniques, theories, and algorithms) can strengthen the effectiveness and efficiency of relevant research and/or business processes in the biotech industry. An additional goal of the collaboration is to include activities that benefit the development of Planet B.io, the open innovation ecosystem for industrial biotech on the Biotech Campus Delft.