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This lecture introduces the EPFL Alice unit, which aims to shape machine learning and AI in Europe, leveraging EPFL's strong research reputation and ecosystem to create an economic impact and foster collaboration within the AI community. The EPFL Alice unit, hosted by the Center for Intelligence Systems, focuses on advancing research in deep learning and mathematical foundations, with over 30 participating professors from various EPFL faculties.