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Note: This is not the same as the probability that those parameters are the right ones, given the observed sample.
Attempting to interpret the likelihood of a hypothesis given observed evidence as the probability of the hypothesis is a common error, with potentially disastrous real-world consequences in medicine, engineering or jurisprudence.
See prosecutor's fallacy for an example of this.

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