Here is a Bayesian PCA implementation in PyMC3: https://gist.github.com/twiecki/c95578a6539d2098be2d83575e3d15fe It’s based on http://edwardlib.org/tutorials/probabilistic-pca. I don’t think it would scale particularly well, as expressed previously.
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