MLE, MAP and Bayesian Regression

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MLE, MAP and Bayesian Regression
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This lecture helped me to understand my confusing in understanding Bayesian Linear Regression. It comes from understanding from that the posterior in i-th uses a priori in (i+1)th . Thanks a lot

satellitesabunim
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everytime touch shoulder means some information missing

trexmidnite
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Very clearly explained. Thank you! Much appreciated!

sunilmathew
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While this is clear, in the last 10 minutes, where the rules of probability are applied on Bayesian prediction, would require a little more. explanation...

divyateja