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A step-by-step guide to variational inference (2): expectation maximization
how to optimize ELBO when your approx posterior can be easily obtained
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A step-by-step guide to variational inference (1): variational lower bound
what is variational lower bound, why it is important, and how to derive it
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A solution manual to the Elements of Statistical Learning (ESL)
my solution to selected problems