Global Certificate in Bayesian Inference: Advanced Analytics
-- ViewingNowThe Global Certificate in Bayesian Inference: Advanced Analytics is a comprehensive course designed to enhance your statistical analysis skills using Bayesian methods. This certification equips learners with the ability to make data-driven decisions by understanding and interpreting complex data sets.
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โข Unit 1: Introduction to Bayesian Inference and Probability Theory
โข Unit 2: Bayes' Theorem and its Applications
โข Unit 3: Prior, Likelihood, and Posterior Distributions
โข Unit 4: Conjugate Priors and Bayesian Updating
โข Unit 5: MCMC Methods and Gibbs Sampling
โข Unit 6: Hamiltonian Monte Carlo and No-U-Turn Sampler
โข Unit 7: Bayesian Model Selection and Comparison
โข Unit 8: Hierarchical Bayesian Modeling
โข Unit 9: Bayesian Inference for Generalized Linear Models
โข Unit 10: Bayesian Nonparametrics and Infinite Mixture Models
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