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Maximum a posteriori estimation
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Parametric Models: Regression Estimators and Optimization
Covers parametric models, regression estimators, and optimization in statistical modeling.
Mathematics of Data: Data, Models, and Optimization
Covers the role of models and data in statistical learning and optimization formulations, with examples of classification, regression, and density estimation problems.