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Constrained Optimization

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Professor Leonard
Calculus 3 Lecture - Constrained Optimization with LaGrange Multipliers

Learn to optimize multivariable functions with constraints using gradients and LaGrange multipliers. Master this powerful calculus technique through clear explanations and challenging examples.
- YouTube
- 59 minutes
- On-Demand
- Free Video
Simons Institute
Constrained Optimization Over Semirings

Explore complexity of constraint optimization over semirings, focusing on OptConf problem. Discover complexity results for various semirings and potential for SAT solver-based algorithms.
- YouTube
- 29 minutes
- On-Demand
- Free Video
NPTEL-NOC IITM
Optimization Theory: Introduction to Constrained and Unconstrained Problems - Part 1

Explore fundamental concepts of optimization theory, including constrained and unconstrained approaches for solving complex mathematical problems.
- YouTube
- 39 minutes
- On-Demand
- Free Video
Modern Optimization Methods

Master numerical optimization techniques, from fundamental theories to advanced algorithms, covering unconstrained and constrained problems, semismooth Newton's method, and practical applications in hypergraph matching and SVM.
- XuetangX
- On-Demand
- Free Online Course
NPTEL-NOC IITM
Multivariate Optimization With Equality Constraints

Learn advanced techniques for solving optimization problems with equality constraints in multivariable calculus, enhancing your mathematical problem-solving skills.
- YouTube
- 31 minutes
- On-Demand
- Free Video
IIT Kharagpur; NPTEL
Constrained And Unconstrained Optimization

Explore optimization techniques for operations research, covering linear programming, sensitivity analysis, duality, and constrained/unconstrained optimization with practical applications and examples.
- Swayam
- 12 weeks
- On-Demand
- Free Online Course
Alan Turing Institute
PECANNs - Physics and Equality Constrained Artificial Neural Networks

Innovative approach to physics-informed neural networks using constrained optimization, addressing hyperparameter challenges and improving accuracy for scientific applications involving multi-dimensional PDEs.
- YouTube
- 58 minutes
- On-Demand
- Free Video
Wolfram
Tame Your Data - Constrained Spline Regression in the Wolfram System

Explore disciplined convex programming for optimized cubic spline functions with constraints, applying advanced techniques to solve multi-objective optimization problems.
- YouTube
- 30 minutes
- On-Demand
- Free Video
NPTEL-NOC IITM
Constrained Optimisation

Explore constrained optimization techniques for solving problems with restrictions on variables, essential for mathematical modeling and decision-making in various fields.
- YouTube
- 29 minutes
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NPTEL-NOC IITM
Single Inequality Constraint

Explore the mathematical concept of single inequality constraint and its applications in optimization problems.
- YouTube
- 20 minutes
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NPTEL; IIT Kharagpur
Constrained and Unconstrained Optimization

Comprehensive exploration of optimization techniques, covering linear and nonlinear programming, integer programming, transportation problems, and multi-objective decision making.
- YouTube
- 1 day 6 hours
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Simons Institute
Constrained Optimization on Riemannian Manifolds

Explore advanced mathematical techniques for solving optimization problems on curved spaces, with applications in machine learning and data analysis.
- YouTube
- 37 minutes
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- Free Video
Erwin Schrödinger International Institute for Mathematics and Physics (ESI)
Stochastic Algorithms for Constrained Continuous Optimization

Explore stochastic-gradient-based algorithms for constrained continuous optimization, focusing on interior-point and sequential-quadratic-programming methods with convergence guarantees and practical applications.
- YouTube
- 29 minutes
- On-Demand
- Free Video
The Julia Programming Language
GPU Implementation of Algorithm NCL for Constrained Optimization

Explore GPU-accelerated constrained optimization using Algorithm NCL with Julia, MadNLP.jl, and CUDSS.jl for efficient KKT system reduction and Cholesky factorization.
- YouTube
- 25 minutes
- On-Demand
- Free Video
The Julia Programming Language
Efficient Constrained Optimization using ConicSolve.jl

Master constrained optimization with ConicSolve.jl, covering interior-point methods for LP, QP, SOCP, and SDP problems with practical robotics and image processing examples.
- YouTube
- 23 minutes
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