Review Session: Module 1Introduces inferential statistics, covering sampling, central tendency, dispersion, histograms, z-scores, and the normal distribution.
Interval EstimationCovers the construction of confidence intervals for a normal distribution with unknown mean and variance.
Latent Variable ModelsExplores latent variable models, EM algorithm, and Jensen's inequality in statistical modeling.
Pizza Making ProcessCovers the process of making pizza, sampling, averages, dispersion, residuals, and normal distribution.
Testing: t-testsCovers t-tests, p-values calculation, and comparison of coefficients.
Binomial DistributionsCovers the normal distribution, inferential statistics, probability, and the binomial distribution in the context of the 'Dishonest Gambler Problem'.