Calculations of ExpectationCovers the calculation of expectation and variance for different types of random variables, including discrete and continuous ones.
Gaussian Random VectorsExplores Gaussian vectors, moment generating functions, independence, density functions, affine transformations, and quadratic forms.
Large Deviations PrincipleExplores the Large Deviations Principle, focusing on exponential tail decay and Laplace transform analysis.
Multivariate Gaussian DistributionCovers the definition of multivariate Gaussian distribution and its properties, including moment generating function and linear combinations of variables.