Probabilistic & Bayesian Methods
Learning with explicit uncertainty.
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Primary sources and full treatments.
- BookProbabilistic Graphical ModelsDaphne Koller & Nir Friedman, 2009
The comprehensive treatment of representing uncertainty as structure, which is what most machine learning quietly approximates.