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Field
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candidate you will: Build probabilistic models of tumor dynamics from serial ctDNA and tissue samples. Develop deep learning frameworks that integrate multimodal data to predict therapeutic response
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expected to address data integration challenges, including (1) spatial misalignment of networks , (2) temporal misalignments of observations, (2) probabilistic or likelihood misalignments , and (3) data
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the practice or teaching of AI foundational knowledge and skills, which include problem formulation, computational thinking, and probabilistic thinking. In addition, applicants should have experience in
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-scale inverse problems by combining interpretable high-level probabilistic models, multi-physics data integration, and modern machine learning. The resulting methods will be validated on groundwater
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probabilistic forecasting models, including uncertainty quantification. Automation of forecasting processes, covering data preparation, model training and updating, forecast generation, performance monitoring
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cardiovascular disease. A possible direction for the work is the development of probabilistic graphical models that represent proteins as latent causal drivers of disease, while treating other omics layers as
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clearly defined criteria for progression to a permanent position upon successful evaluation. One position will be affiliated with the research group Probabilistic and Symbolic AI in the Copenhagen section
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deep generative models (VAEs, GANs, diffusion models) or probabilistic modelling is a strong plus. You have good programming skills in Python and experience with a deep learning framework such as PyTorch
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probabilistic forecasts of the West Antarctic Ice Sheet’s contribution to future sea level rise – information of enormous societal and economic value for coastal planning and climate adaptation worldwide. Your
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project aims to provide reliable probabilistic forecasts of the West Antarctic Ice Sheet’s contribution to future sea level rise – information of enormous societal and economic value for coastal planning