Teaching Graph representations for biology and medicine (EN)Systems of interacting entities, modeled as graphs, are pervasive in biology and medicine. The class will cover advanced topics in signal processing and machine learning on graphs and networks, and will showcase applications of the tools in biomedicine. ELLIS Summer School on AI for Health (EN)The EPFL AI Center and the ELLIS EPFL unit are organizing the AI for Health Summer School, taking place on the EPFL campus from 7th to 11th July, 2025. This intensive week will delve into how AI is transforming biomedicine, with a focus on the intersection of AI, life sciences, and medicine. Network machine learning (EN)Fundamentals, methods, algorithms and applications of network machine learning and graph neural networksReasoning in artificial intelligence (EN)Large language models have raised the potential of artificial intelligence in various applications, including science and mathematics, but their reasoning capabilities remain under investigations. This class focuses on defining, measuring and improving the reasoning capabilities of such AI models.