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what is the posterior in the case of regression

I am having trouble "mapping" the variables in the Bayes equation onto the case of regression. As notation, say $$ P(\theta|D) = \frac{P(D|\theta) P(\theta)}{ P(D) } $$ I have come to think of $\...
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Placing constraints on linear model coefficients

I have this bit of data : ...

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