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                Field
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                application of conditional diffusion models, flow matching techniques, or related generative approaches, as well as experience working with probabilistic (Bayesian) methods and statistical modelling. Strong 
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                well as experience working with probabilistic (Bayesian) methods and statistical modelling. Strong writing and programming skills are essential. A proven record of publishing in high-quality journals and presenting 
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                methodology, theory, and applications across the areas of Bayesian experimental design, active learning, probabilistic deep learning, and related topics. The £1.23M project is funded by the UKRI Horizon 
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                ) Experience in the use of neuroimaging analysis (fMRI, MRI) to study mechanisms of brain function Previous experience of using Bayesian methods in both model development and fitting. Previous experience and 
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                at conferences and workshops under the direction of the Principal Investigator or Grant-holder. To assist with the development of research objectives and proposals. To conduct individual and collaborative research 
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                (e.g. Python, R) Experience in the use of neuroimaging analysis (fMRI, MRI) to study mechanisms of brain function Previous experience of using Bayesian methods in both model development and fitting 
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                of using Bayesian methods in both model development and fitting. Previous experience and knowledge of research methods and study design in clinical trials. Knowledge of Good Clinical Practice (GCP) in 
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                at conferences and workshops under the direction of the Principal Investigator or Grant-holder. To assist with the development of research objectives and proposals. To conduct individual and collaborative research 
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                and papers for presentation at conferences and workshops under the direction of the Principal Investigator or Grant-holder. To assist with the development of research objectives and proposals 
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                and papers for presentation at conferences and workshops under the direction of the Principal Investigator or Grant-holder. To assist with the development of research objectives and proposals