Estimation Theory - MLE, MAP, and the Foundations of ML Training
Master Maximum Likelihood Estimation and Maximum A Posteriori estimation. Understand why cross-entropy loss IS negative log-likelihood, and how bias-variance tradeoff applies to estimators.