Bayesian modeling is a principled and powerful approach for the analysis of data. This seminar will develop sophisticated tools for probability modeling and data analysis from the Bayesian perspective. We will examine Bayesian inference and prediction for simple parametric models, regression models, hierarchical models and mixture models that span a wide variety of applied data settings. In eac…
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