Mediaspace scheduled maintenance: Aug 25, 2026 07:00 - 12:00 AM. During this time, videos will be temporarily unavailable. Check status updates.

Home

Lecture

Optimization: Classical Problems

About
Privacy
Disclaimer

Graph Chatbot

Related lectures (52)

Linear Systems: Direct Methods Log in to Mediaspace to watch this video

Explores linear systems, direct methods, Gauss elimination, LU decomposition, and computational complexity.

Linear Algebra Basics Log in to Mediaspace to watch this video

Covers the basics of linear algebra, including minimizing costs and optimal packing strategies.

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.

Transformer Architectures: Subquadratic Attention Mechanisms Log in to Mediaspace to watch this video

Covers transformer architecture and subquadratic attention mechanisms, focusing on efficient approximations and their applications in machine learning.

Gradient Descent: Optimization and Constraints Log in to Mediaspace to watch this video

Discusses gradient descent for optimization with equality constraints and iterative convergence criteria.

Quantile Regression: Linear Optimization Log in to Mediaspace to watch this video

Covers quantile regression, focusing on linear optimization for predicting outputs and discussing sensitivity to outliers, problem formulation, and practical implementation.

Euler-Lagrange Equations Log in to Mediaspace to watch this video

Covers the derivation and application of Euler-Lagrange equations for optimization problems in mathematical analysis.

Robust Optimization in Radiation Therapy Log in to Mediaspace to watch this video

Explores robust optimization in radiation therapy, emphasizing dose optimization and trade-offs between nominal and robust solutions.

Proof of Strong Duality Log in to Mediaspace to watch this video

Covers the proof of strong duality in optimization problems and provides examples of Rayleigh quotient optimization.

The Simplex Algorithm: Efficiency and Degeneracy Log in to Mediaspace to watch this video

Covers the Simplex Algorithm, focusing on efficiency and degeneracy in linear optimization problems.

Inverse Design and Sensitivity Analysis Log in to Mediaspace to watch this video

Explores optimal transport, transforming light, inverse design optimization, and sensitivity analysis for shape optimization.

Shor's factoring algorithm: Quantum Phase Estimation Log in to Mediaspace to watch this video

Covers Shor's factoring algorithm and the link between order finding and factoring.

Page 3 of 3