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Probabilities and StatisticsCovers fundamental concepts in probabilities and statistics, including linear regression, exploratory statistics, and the analysis of probabilities.
Continuous Random VariablesExplores continuous random variables, density functions, joint variables, independence, and conditional densities.
Continuous Random VariablesCovers continuous random variables, probability density functions, and distributions, with practical examples.
Bayesian Estimation: Overview and ExamplesIntroduces Bayesian estimation, covering classical versus Bayesian inference, conjugate priors, MCMC methods, and practical examples like temperature estimation and choice modeling.
Latent Variable ModelsExplores latent variable models, EM algorithm, and Jensen's inequality in statistical modeling.
Testing: t-testsCovers t-tests, p-values calculation, and comparison of coefficients.