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My research interests are Bayesian probability theory and methodology, especially Bayesian workflow, diagnostics, probabilistic programming, inference methods such as Laplace, EP, VB, MC, model assessment and selection, non-parametric models such as Gaussian processes, dynamic models, and hierarchical models. I'm co-leader of the Probabilistic Machine Learning Group at Aalto. I'm member of Stan development team. I'm co-author of text books Bayesian data analysis, 3rd ed, and Regression and other stories. All course material for my Bayesian data analysis course is available online.
My research interests are Bayesian probability theory and methodology, especially Bayesian workflow, diagnostics, probabilistic programming, inference methods such as Laplace, EP, VB, MC, model assessment and selection, non-parametric models such as Gaussian processes, dynamic models, and hierarchical models. I'm co-leader of the Probabilistic Machine Learning Group at Aalto. I'm member of Stan development team. I'm co-author of text books Bayesian data analysis, 3rd ed, and Regression and other stories. All course material for my Bayesian data analysis course is available online.
@avehtari
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