Topics Descriptive Statistics (Mean, Median, Variance) Inferential Statistics (Hypothesis Testing, Confidence Intervals) Regression & Estimation Maximum Likelihood Estimation (MLE) Bayesian Statistics & Inference Important Theorems Gauss-Markov Theorem (Best Linear Unbiased Estimator) Likelihood Ratio Test Theorem Cramér-Rao Bound (MLE) Fisher’s Theorem (Sufficiency) Chi-Square & t-Distributions Neyman-Pearson Lemma