Explain Bayes theorem and walk through how you would use it to update beliefs about a hypothesis. What is the role of prior, likelihood, and posterior?

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Bayes theorem provides a mathematical framework for updating our beliefs in light of new evidence. The theorem states that the posterior probability of a hypothesis given data equals the likelihood of the data given the hypothesis, multiplied by the prior probability of the…