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Related lectures (30)
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Optimization Methods: Convergence and Trade-offs
Covers optimization methods, convergence guarantees, trade-offs, and variance reduction techniques in numerical optimization.
Mathematical Rigor and Course Organization
Emphasizes mathematical rigor, clear communication, and exercise organization in teaching methods.
Primal-dual Optimization: Extra-Gradient Method
Explores the Extra-Gradient method for Primal-dual optimization, covering nonconvex-concave problems, convergence rates, and practical performance.
Limites à l'infini: Suite et fin
Covers the concept of limits at infinity and provides insights into its application.
Logarithmic Derivative of Zeta
Explores the logarithmic derivative of the Zeta function using the Hadamard factorization.
Discriminant Analysis: Bayes Rule
Covers the Bayes discriminant rule for allocating individuals to populations based on measurements and prior probabilities.
Principal Component Analysis: Introduction
Introduces Principal Component Analysis, focusing on maximizing variance in linear combinations to summarize data effectively.
Proximal Operators: Optimization Methods
Explores proximal operators, subgradient methods, and composite minimization in optimization.
Dirichlet Series: Properties and Examples
Explores the properties and examples of Dirichlet series, highlighting their key characteristics and applications.
Applications of Theorems
Demonstrates the practical application of theorems in calculus through two clever examples.