Robust Optimization: Radiation Therapy & Support Vector Machines

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Related lectures (31)

Lagrangian Duality: Convex Optimization Log in to Mediaspace to watch this video

Explores Lagrangian duality in convex optimization, transforming problems into min-max formulations and discussing the significance of dual solutions.

Convex Optimization: Farkas' Lemma Log in to Mediaspace to watch this video

Covers Farkas' lemma, exploring the relationship between linear programs and the conditions for its validity.

Convex Sets: Mathematical Optimization Log in to Mediaspace to watch this video

Introduces convex optimization, covering convex sets, solution concepts, and efficient numerical methods in mathematical optimization.

Conjugate Duality: Envelope Representations and Subgradients Log in to Mediaspace to watch this video

Explores envelope representations, subgradients, and the duality gap in convex optimization.

Convex Sets: MGT-418 Lecture Log in to Mediaspace to watch this video

On Convex Optimization covers course organization, mathematical optimization problems, solution concepts, and optimization methods.

Convex Optimization: Gradient Descent Log in to Mediaspace to watch this video

Explores VC dimension, gradient descent, convex sets, and Lipschitz functions in convex optimization.

Conjugate Duality: Understanding Convex Optimization Log in to Mediaspace to watch this video

Explores conjugate duality in convex optimization, covering weak and supporting hyperplanes, subgradients, duality gap, and strong duality conditions.

Optimization Techniques: Stochastic Gradient Descent and Beyond Log in to Mediaspace to watch this video

Discusses optimization techniques in machine learning, focusing on stochastic gradient descent and its applications in constrained and non-convex problems.

Projected Gradient Descent Log in to Mediaspace to watch this video

Explores convex constrained optimization through Projected Gradient Descent, focusing on tangent space and iterative minimization.

Integer Optimization Log in to Mediaspace to watch this video

Covers optimization problems, minimal packing, and bounds in Integer Optimization.

Optical Computing Redux: Exploiting Light Scattering for Machine Learning Log in to Mediaspace to watch this video

Delves into optical computing using light scattering for machine learning tasks, exploring wavefront shaping and computational tools.

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