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Lecture
Optimal Transport: Cyclically Monotone Sets
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Optimal Transport: Theory and Applications
Explores Lagrange multipliers, minimax theorems, and convex subsets in optimal transport theory.
Constrained optimization: the basics
Covers the basics of constrained optimization, including tangent directions, trust-region subproblems, and necessary optimality conditions.
Introduction to Convexity
Introduces the key concepts of convexity and its applications in different fields.
Mapping Functions and Surjections
Explores mapping functions, surjections, injective and surjective functions, and bijective functions.
Graphical Definition: Level Sets and Domains
Covers the graphical definition of functions, focusing on level sets and domains.
Convex Optimization: Gradient Descent
Explores VC dimension, gradient descent, convex sets, and Lipschitz functions in convex optimization.
Convexity: Functions and Global Minima
Explores convex functions, global minima, and their relationship with differentiability.
Cartesian Product and Induction
Introduces Cartesian product and induction for proofs using integers and sets.
Proofs: Logic, Mathematics & Algorithms
Explores proof concepts, techniques, and applications in logic, mathematics, and algorithms.
Unconstrained Optimization Theory
Explores unconstrained optimization theory, covering global and local minima, convexity, and gradient concepts.