Advanced Certificate in Bayesian Inference Basics
-- ViewingNowThe Advanced Certificate in Bayesian Inference Basics is a comprehensive course designed to equip learners with the essential skills needed to excel in data analysis and statistical modeling. This course focuses on the importance of Bayesian inference, a fundamental concept in statistics, and its applications in various industries.
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โข <unit>Bayesian Inference Foundations</unit>
โข <unit>Probability Theory and Bayes' Theorem</unit>
โข <unit>Priors, Likelihoods, and Posteriors</unit>
โข <unit>Conjugate Priors and their Applications</unit>
โข <unit>MCMC Methods: Metropolis-Hastings & Gibbs Sampling</unit>
โข <unit>Hierarchical Bayesian Modeling</unit>
โข <unit>Model Selection and Comparison</unit>
โข <unit>Bayesian Computational Tools: STAN, PyMC3, and TensorFlow Probability</unit>
โข <unit>Case Studies: Bayesian Regression, Time Series Analysis, and Text Analysis</unit>
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