Optimization Problems Courses and Certifications

Simons Institute

Some Easy Optimization Problems Have the Overlap-Gap Property

Explore the mathematical concept of Overlap-Gap Property in optimization problems through Stanford researcher Tselil Schramm's analysis of its applications and implications.

• YouTube
• 38 minutes
• On-Demand
• Free Video

Optimization problems and algorithms [2024]

1677 ratings at Udemy

Understand, Formulate & Tackle Optimization Problems Using Heuristic Algorithms in Matlab

• Udemy
• 8 hours 4 minutes
• On-Demand
• Paid Course

Learn how to use Solver, a free Excel add-in, to find optimal solutions to problems with multiple constraints.

• LinkedIn Learning
• 2-3 hours
• On-Demand
• Free Trial Available

Simons Institute

Last-Iterate Convergence in Constrained Min-Max Optimization - SOS to the Rescue

Explore last-iterate convergence in constrained min-max optimization using Sum of Squares (SOS) techniques, with insights from Yale's Yang Cai on adversarial approaches in machine learning.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video

TabletClass Math

Maximizing Area with 120 ft of Fencing - Optimization Problem

Master the classic optimization problem of maximizing rectangular area with limited fencing along a river. Learn step-by-step solutions using quadratic equations and derivatives for algebra and calculus applications.

• YouTube
• 21 minutes
• On-Demand
• Free Video

Fields Institute

A Primal-Dual Interior-Point Algorithm for Nonsymmetric Conic Optimization

Explore a primal-dual interior-point algorithm for nonsymmetric conic optimization, delving into advanced mathematical concepts and their applications in optimization theory.

• YouTube
• 1 hour 22 minutes
• On-Demand
• Free Video

Optimization with Python: Solve Operations Research Problems

1948 ratings at Udemy

Solve optimization problems with CPLEX, Gurobi, Pyomo... using linear programming, nonlinear, evolutionary algorithms...

• Udemy
• 12 hours 47 minutes
• On-Demand
• Paid Course

Microcredential

Artificial Intelligence

204 ratings at Udacity

Explore core AI concepts and apply them to real-world problems. Learn search algorithms, planning, optimization, game theory, and probabilistic models. Develop practical skills in Python.

• Udacity
• 40 hours
• On-Demand
• Paid Course

Multi-objective Optimization Problems and Algorithms

580 ratings at Udemy

How to handle multiple objectives using a wide range of optimization algorithms

• Udemy
• 4 hours 7 minutes
• On-Demand
• Paid Course

Combinatorial Problems and Ant Colony Optimization Algorithm

494 ratings at Udemy

Let's learn Artificial Intelligence search methods: optimization, exact algorithms, heuristics, and metaheuristics

• Udemy
• 4 hours 58 minutes
• On-Demand
• Paid Course

Qiskit

Solving Optimization Problems with Quantum Algorithms - QAOA and Adiabatic Computing

Explore quantum approaches to combinatorial optimization, including adiabatic computing and QAOA, with practical implementation insights for superconducting qubits.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

Applied Algebraic Topology Network

Solving Equations and Optimization Problems with Uncertainty

Explore algorithms for detecting zeros of imprecise continuous functions and approximating worst-case optima in optimization problems with uncertain feasible domains.

• YouTube
• 43 minutes
• On-Demand
• Free Video

IEEE

General Framework for Metric Optimization Problems with Delay or Deadlines

Explore a comprehensive framework for solving metric optimization problems involving delays or deadlines, enhancing problem-solving skills in complex scenarios.

• YouTube
• 22 minutes
• On-Demand
• Free Video

IEEE

Low-Degree Hardness of Random Optimization Problems

Explore the challenges of random optimization problems, focusing on low-degree hardness and its implications for various mathematical models and algorithms.

• YouTube
• 19 minutes
• On-Demand
• Conference Talk

Xanadu

Solving Optimization Problems with Near Term Quantum Hardware - QHack 2023

Explore quantum approximation optimization, cost functions, and industry applications with insights from a Strangeworks quantum scientist.

• YouTube
• 23 minutes
• On-Demand
• Free Video