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Blow up TechniqueExplores the Blow up Technique in Variations, emphasizing its role in establishing boundedness and verifying integral fractional properties.
Eigenvalues and EM AlgorithmCovers eigenvectors, principal components, likelihood variables, EM algorithm, Jensen's inequality, and maximizing lower bounds.
Latent Variable ModelsExplores latent variable models, EM algorithm, and Jensen's inequality in statistical modeling.
Doob InequalitiesExplores Doob inequalities, martingales, and Holder's inequality in probability theory.
Convexity and JacobiansExplores convexity, Jacobians, subdifferentials, and convergence rates in optimization and function analysis.
Bounds and InequalitiesCovers upper and lower bounds, Jensen's inequality, and amended bounds in mathematical analysis.
Information MeasuresCovers information measures like entropy, Kullback-Leibler divergence, and data processing inequality, along with probability kernels and mutual information.
Numerical analysisCovers advanced numerical analysis topics including deep neural networks and optimization methods.