CSC 745 Bayesian Inference

Credits: (3-0) 3

This course focuses on the Bayesian inferential methods with emphasis on theory and applications. The recent developments of computational tools have brought Bayesian treatment of complex problems within the reach of practicing data scientists. This course will illustrate a variety of theoretical and computational methods, simulation techniques, and hierarchical models suitable for analyzing complex data. Broad topics include advanced Monte Carlo methods, asymptotic theories, adaptive methods, Bayesian nonparametrics, and POMDPs.

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