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and resource security. The project may also examine emerging issues such as AI-enabled and agent-based sustainability analytics, critical mineral dependency, and the resilience of global supply chains
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health records. Medical Reasoning and Grounding: Developing advanced post-training and alignment techniques (RLHF, DPO, GRPO) to ensure foundation health models reason accurately and safely. Agentic
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, applying state-of-the-art methods to cutting-edge biomedical questions. Design, implement, and evaluate ML and foundation-model approaches, including LLM-based solutions, for scientific text mining
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, foundation models, including large language models, agentic AI, multi-agent AI systems, transfer learning, self-supervised learning, and federated learning. The Research Assistant will be primarily based
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in order to steer the emergent behavior of a collective. The base of the PhD project will be numerical simulations of active systems, where machine learning will be used as a tool to better understand
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-time Doctoral Researcher position. This role focuses on developing a nationwide, versatile foundation health model using Finland's national health databases. The fixed-term position starts based
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dynamics and agent-based modeling approaches. Demonstrated ability to communicate complex technical findings to both scientific and applied audiences. Proven success mentoring undergraduate or graduate
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, based on research and teaching projects, is aimed at researchers with a doctorate or equivalent and a first post-doctoral experience. The position is offered on a fixed-term contract (CDD) with a view to
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, information technology or a related field or has a foreign degree that is considered equivalent to a PhD documented experience in research in simulation-based modeling and optimization of complex industrial
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, cooperatives, extension agents, etc. Data scheduling, collection, analysis, interpretation, and presentation. Co-supervise PhD and Master students as well as interns Project management including budget