While schema-free databases, like DocumentDB, make it super easy to embrace changes to your data model you should still spend some time thinking about your data.
Bayesian Statistics or Probabilistic Programming really come into their own in situations where you have small data (or more importantly smallish data for various categories), domain knowledge and/or a need for interpretability.
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