Artificial Intelligence · Probabilistic & Bayesian Methods
Uncertainty Quantification
A topic within Probabilistic & Bayesian Methods, itself one of 8 topics in that field and part of Artificial Intelligence.
Reading for Probabilistic & Bayesian Methods
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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.