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D.W.
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Comparative study between Deep neural nets and Bayesian Networks

Is there any comparative study that showcases the powers of Bayesian Networks and Deep learning in their respective favorable setup and how they compare?

I tried to go through blogs but couldn't find out any experimental study where the respective models where described based on a example?

Rationale in putting this question: I am planning to work on Bayesian networks and I know they are great for inference and answering complex queries. But I couldn't find any convincing experimental results where they seemed to be more favorable as compared to other sophisticated machine learning tools like deep neural nets or conventional deep neural nets.