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Eigenstate Thermalization HypothesisExplores the Eigenstate Thermalization Hypothesis in quantum systems, emphasizing the random matrix theory and the behavior of observables in thermal equilibrium.
Diffusion ModelsExplores diffusion models, focusing on generating samples from a distribution and the importance of denoising in the process.
Gaussian Random VectorsExplores Gaussian vectors, moment generating functions, independence, density functions, affine transformations, and quadratic forms.
Probabilities and StatisticsCovers fundamental concepts in probabilities and statistics, including linear regression, exploratory statistics, and the analysis of probabilities.
Binary Choice ModelCovers the binary choice model, error term assumptions, specific constants, invariances, and distribution properties.
Weibull Model: Random DataExplores the Weibull model's application to random data and its significance in analyzing material strength and failure probability.
Probability and StatisticsCovers inequalities, joint Gaussian distribution, risk estimation, and classification method testing in probability and statistics.
Deep Learning Modus OperandiExplores the benefits of deeper networks in deep learning and the importance of over-parameterization and generalization.
Regulation of Therapeutic ProductsExplores the regulation of therapeutic products, covering legal requirements, product classification, market access, and advertising rules.