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Score-Based Generative ModelsDelves into score-based generative models, exploring learning natural distributions and the impact of neural network architecture on robustness.
Elements of StatisticsIntroduces key statistical concepts through practical exercises and MATLAB applications.
Optimization and SimulationIntroduces discrete event simulation through the example of Rico at Satellite, emphasizing the importance of statistical analysis.
Robust Vision: State of the ArtExplores the challenges of robust vision, including distribution shifts, failure examples, and strategies for improving model robustness through diverse data pretraining.
Normal DistributionsCovers the characteristics and importance of the normal distribution in statistical analysis.