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It might be possible to make MLDA faster by avoiding running the likelihood twice in every iteration. At the moment PyMC3 calculates both the likelihood of the current sample and the previous sample in every iteration. You could save the previous likelihood and calculate only the new one although this might impact VR and AEM so some tweaking is needed.
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