Just a quick note to say that implementing outside of pymc still doesnt mean it can be accurately inference, but there are ways to find one of the mode using VI. You can try extending https://docs.pymc.io/notebooks/lda-advi-aevb.html. I think I saw someone implemented a hierarchical topic model and inference using a Gibbs like optimizer
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