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Field
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Source and conduct new experiments at these facilities. Collaborate with AI/ML researchers to incorporate forward models into inverse modeling, uncertainty quantification, autonomous analysis, and
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discovery and inference, with an emphasis on robustness, scalability, uncertainty quantification, expert knowledge integration, and multi-scale causal abstraction and representation learning. Your Job How are
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fundamental physics Experience in one or more of the following ML research areas: Neuromorphic computing Uncertainty quantification Unsupervised/Semi-supervised learning and data mining techniques (clustering
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methods & uncertainty quantification LLMs & multi-modal models Graph neural networks (GNNs) Reinforcement learning Edge AI & model optimisation Trustworthy AI (explainability, auditability, privacy
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, identifiability, uncertainty quantification, and interpretation. Account for structures arising from spatial relationships, physical constraints, high-dimensional imaging, and clinical covariates. Apply
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Helmholtz-Zentrum Dresden-Rossendorf - HZDR - Helmholtz Association | Dresden, Sachsen | Germany | 2 months ago
. Data-driven methods, for instance for inverse parameter identification or uncertainty quantification in fracture mechanics datasets, are not an end in themselves, but a compelling extension where they
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intelligence, statistical modeling, uncertainty quantification, optimization, or scientific machine learning methods. Demonstrated ability to evaluate alternative analytical approaches and determine when
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, including uncertainty quantification, probabilistic modeling, and learning from noisy or incomplete data is a plus Practical experience with High Performance Computing (HPC) systems is an advantage Your
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petrophysical datasets. Experience with uncertainty quantification and probabilistic approaches in reservoir modelling. Familiarity with geothermal resource assessment methodologies (volumetric, simulation-based
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, synthetic data or data-driven decision support uncertainty quantification, robustness, variation simulation or tolerancing CAD/CAE integration, geometry assurance or quality data automation, control, 5G/6G