Certificate in Bayesian Inference: Probabilistic Models
-- ViewingNowThe Certificate in Bayesian Inference: Probabilistic Models course is a comprehensive program that focuses on the principles and applications of Bayesian inference. This course is essential for individuals seeking to enhance their data analysis and machine learning skills, as it provides a probabilistic approach to modeling and inference.
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โข Unit 1: Introduction to Bayesian Inference
โข Unit 2: Probability Basics and Bayes' Theorem
โข Unit 3: Bayesian Estimation and Credible Intervals
โข Unit 4: Hierarchical Bayesian Modeling
โข Unit 5: MCMC Methods and Gibbs Sampling
โข Unit 6: Conjugate Priors and Posteriors
โข Unit 7: Model Selection and Bayes Factors
โข Unit 8: Bayesian Computational Tools: Stan and PyMC3
โข Unit 9: Case Studies in Bayesian Inference
โข Unit 10: Practical Challenges and Recent Developments in Bayesian Analysis
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