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The Process Chemistry in the Small Molecule API (SMAPI) division is responsible for the scale-up of active pharmaceutical ingredients (API) for the use in preclinical and early clinical studies. The Innovative Chemical Technologies group is a part of Process Chemistry and is responsible for developing and enabling new technologies that challenge the status quo in process development. Within the Innovative Chemical Technologies team is the Machine Learning team focused on enhancing the efficiency and effectiveness of chemical processes through advanced data analysis and machine learning techniques.