Maximum Likelihood InferenceExplores maximum likelihood inference, comparing models based on likelihood ratios and demonstrating with a coin example.
Point Estimation in StatisticsCovers the concept of point estimation in statistics, focusing on methods to estimate unknown parameters from a given sample.
Sub Exponential BoundsExplores sub exponential bounds and Bernstein conditions in verifying sub exponentiality.
Distribution EstimationCovers the concept of distribution estimation and the optimization of parameters using different estimators.
Exponential FamilyCovers the concept of the exponential family and discusses forward and backward maps, expensive computations, parameters, functions, and convexity.