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Quick Facts

Medium Of InstructionsMode Of LearningMode Of Delivery
EnglishSelf StudyVideo and Text Based

Courses and Certificate Fees

Certificate Availability
no

The Syllabus

  • Foundations of Bayesian Inference
  • Bayes theorem
  • Advantages of Bayesian models
  • Why Bayesian approach is so important in Analytics
  • Major densities and their applications

  • Likelihood theory and Estimation
  • Parametrizations and priors
  • Learning from binary models
  • Learning from Normal Distribution

  • Basics of Monte carol integration
  • Basics of Markov chain Monte Carlo
  • Gibs Sampling

  • Examples of Bayesian Analytics
  • Introduction to R and OPENBUGS for Bayesian analysis

  • Context for Bayesian Regression Models
  • Normal Linear regression
  • Logistic regression

  • Introduction to Multilevel models
  • Exchangeability
  • Computation in Hierarchical Models

Instructors

Articles

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