Reddit reviews Modeling and Reasoning with Bayesian Networks
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Used Book in Good Condition
Darwiche - Modeling and Reasoning with Bayesian Statistics.
Excellent book which walks you through the foundations and mechanics of Bayesian inference and building bayes nets. It has everything you need to build your own models to include algorithms which are easily translatable into software code and has a great glossary and set of appendices.