Published onMay 1, 2022ML Refresher: Probability Theory, Maximum Likelihood Estimate and Maximum A PosteriorSum-RuleProduct-RuleProbabilityJoint-ProbabilityMarginal-ProbabilityConditional-ProbabilityFrequentist-ProbabilityBayesian-ProbabilityTest-of-IndependenceBayes-theoremMaximum-Likelihood-Estimate-(MLE)Maximum-A-Posterior-(MAP)Discuss the joint probability, marginal probability and conditional probability with Math equations and Python code example.