Certificate in Bayesian Data Analysis for Business
-- ViewingNowThe Certificate in Bayesian Data Analysis for Business is a comprehensive course that empowers learners with the essential skills to apply Bayesian data analysis in business decision-making. This program is crucial for professionals seeking to leverage data-driven insights to drive business growth and success.
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โข Introduction to Bayesian Data Analysis – Basics of Bayesian theory, probability, and Bayes' theorem.
โข Probabilistic Graphical Models – Directed and undirected graphs, plate notation, and Bayesian networks.
โข Conjugate Priors and Posteriors – Conjugate distributions, normal-normal model, and beta-binomial model.
โข Markov Chain Monte Carlo (MCMC) – Metropolis-Hastings, Gibbs sampling, and the No-U-Turn Sampler (NUTS).
โข Hamiltonian Monte Carlo (HMC) – Hamiltonian dynamics, leapfrog integration, and the Stan modeling language.
โข Model Checking and Diagnostics – Posterior predictive checks, Bayesian p-values, and leave-one-out cross-validation.
โข Model Comparison and Selection – Bayes factors, marginal likelihood, and information criteria.
โข Bayesian Regression Analysis – Linear regression, logistic regression, and generalized linear models.
โข Time Series Analysis – Autoregressive (AR), moving average (MA), and autoregressive moving average (ARMA) models.
โข Survival Analysis – Proportional hazards models, Kaplan-Meier estimator, and Cox regression.
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