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Regression as Optimization Problems
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ch7
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2-D Interpolation
Regression Analysis and Classification
Subsections
Regression as Optimization Problems
Linear Least Squares Regression
Bias-Variance Tradeoff and Ridge Regression
Linear Regression Based on Basis Functions
Bayesian Linear Regression
Nonlinear Least Squares Regression
Logistic Regression and Binary Classification
Softmax Regression for Multiclass Classification
Gaussian Process Regression
Gaussian Process Classifier - Binary
Gaussian Process Classifier - Multi-Class