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Lecture
Convex Functions: Theory and Applications
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Mathematics of Data: Optimization Basics
Covers basics on optimization, including norms, Lipschitz continuity, and convexity concepts.
Optimal Transport: Rockafellar Theorem
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Convex Optimization
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Convex Functions: Elementary Concepts
Introduces elementary concepts of convex functions, including hulls, transformations, conditions, and examples.
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Convex Sets: MGT-418 Lecture
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Explores channel capacity and convex functions in information theory, emphasizing the importance of convexity.
Convex Sets: Mathematical Optimization
Introduces convex optimization, covering convex sets, solution concepts, and efficient numerical methods in mathematical optimization.
Convexity of Sum of Inverse Eigenvalues
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