14. Conjugate Bayesian Inference and Naive Bayes Classification

Topics, Class Notes and Code Basics of HTML, CSS and Online CV
  • Bayes Theorem with Random Variable
  • Conjugate Bayesian Inference
    • Bayesian inference framework
      • Bayesian inference components
      • Bayesian estimation: maximum a posteriori (MAP) estimation
    • Example of Bayesian Inference esitmation - beta prior
    • Common conjugate families
  • Naive Bayes Prediction
    • Conditional independence
    • Gaussian naive Bayes classification
    • Semiparametric naive Bayes classification
  • Notes and code
Setting-up a Webpage on GitHub