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.