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Maximum Likelihood

Aug 26, 2024 Probability and Statistics 26 min read

Probability and Statistics (6): Estimation — MLE, MAP, and the Bias-Variance Story

Point estimation from method of moments through maximum likelihood and MAP, with Fisher information, the Cramer-Rao bound, and the bias-variance decomposition that explains overfitting and underfitting.