https://github.com/eBay/bayesian-belief-networks
"Allows creation of Bayesian Belief Networks and other Graphical Models with pure Python functions. Where tractable exact inference is used. Currently four different inference methods are supported with more to come."
Is it just me or does eBay seem like it's got its act together?