Pizza Making ProcessCovers the process of making pizza, sampling, averages, dispersion, residuals, and normal distribution.
Latent Variable ModelsExplores latent variable models, EM algorithm, and Jensen's inequality in statistical modeling.
Basics of linear regression modelCovers the basics of linear regression, OLS method, predicted values, residuals, matrix notation, goodness-of-fit, hypothesis testing, and confidence intervals.
Statistical InferenceCovers likelihood ratio statistic, confidence intervals, and hypothesis testing concepts.
Basics of Linear RegressionCovers the basics of linear regression, including OLS estimators, hypothesis testing, and confidence intervals.