Real Estate Market TrendsExplores the evolution of real estate prices, hedonic models, and the UBS Swiss Real Estate Bubble Index.
Advanced Probability: SummaryCovers random variables, sample spaces, probability distributions, functions, expected value, variance, and estimations.
Linear Algebra in Data ScienceExplores the application of linear algebra in data science, covering variance reduction, model distribution theory, and maximum likelihood estimates.
Dependence in Random VectorsExplores dependence in random vectors, covering joint density, conditional independence, covariance, and moment generating functions.
Statistical InferenceCovers likelihood ratio statistic, confidence intervals, and hypothesis testing concepts.
Distribution Theory of Least SquaresExplores the distribution theory of least squares estimators in a Gaussian linear model, focusing on precision and confidence intervals construction.