Mixed-Integer Programming Courses and Certifications

Optimization with GAMS: Operations Research Bootcamp A-Z

204 ratings at Udemy

Learn Mathematical Optimization and Operation Research, Linear & Non-Linear Programming, Multi-objective Optimization...

• Udemy
• 8 hours 45 minutes
• Self-Paced
• Paid Course

Mathematical Optimization for Business Problems

Learn mathematical programming fundamentals to model and solve optimization problems using IBM Decision Optimization technology, covering key concepts, techniques, and algorithms.

• Cognitive Class
• 6 hours
• Self-Paced
• Free Online Course

GERAD Research Center

Enhancing General-Purpose Simulation-Based Optimization Algorithms Via Mixed Integer Linear Programming: A Case Study in Autonomous Ridesharing

Enhance simulation-based optimization for complex stochastic problems using mixed integer linear programming, illustrated through an autonomous ridesharing case study.

• YouTube
• 51 minutes
• Self-Paced
• Free Video

NDC Conferences

Building AI Solutions with Google OR-Tools

Learn to build AI solutions using Google OR-Tools for optimization problems. Explore constraint programming, linear programming, and mixed-integer programming through practical examples like Sudoku and scheduling.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Conference Talk

Simons Institute

Reinforcement Learning in Recommender Systems - Some Challenges

Explore challenges in applying reinforcement learning to recommender systems, including scale, stochastic action sets, and user learning over long horizons. Gain insights on addressing these issues.

• YouTube
• 52 minutes
• Self-Paced
• Free Video

Alan Turing Institute

Delayed Column Generation in Large Scale Integer Optimization Problems

Explore delayed column generation for solving large-scale mixed integer programming problems, focusing on applications in data science and decision mathematics.

• YouTube
• 2 hours 41 minutes
• Self-Paced
• Free Video

USENIX

Skyplane - Optimizing Transfer Cost and Throughput Using Cloud-Aware Overlays

Optimizes cloud data transfers across regions and providers using network overlays, balancing cost and performance. Outperforms existing services by up to 5x through intelligent path selection and resource allocation.

• YouTube
• 16 minutes
• Self-Paced
• Conference Talk

Hausdorff Center for Mathematics

Mixed Integer Optimization in High Dimensions

Explore advanced techniques for solving high-dimensional mixed integer optimization problems, focusing on cutting-edge algorithms and theoretical foundations.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Neural Network Verification as Piecewise Linear Optimization

Neural network verification as piecewise linear optimization: exploring robust methods to prove model reliability against attacks, using LP and MIP formulations for efficient problem-solving in various network types.

• YouTube
• 26 minutes
• Self-Paced
• Free Video

Alan Turing Institute

Scoring Systems - At the Extreme of Interpretable Machine Learning - Cynthia Rudin - Duke University

Explore interpretable machine learning for high-stakes decisions. Learn about optimal scoring systems, their applications in healthcare and criminal justice, and the importance of transparency in AI models.

• YouTube
• 46 minutes
• Self-Paced
• Free Video

Alan Turing Institute

Optimisation - Linear Integer Programming - Professor Raphael Hauser

Explore linear integer programming, mixed integer models, and branch-and-bound algorithms for solving complex optimization problems in supply chain management and traveling salesman scenarios.

• YouTube
• 52 minutes
• Self-Paced
• Free Video

The Julia Programming Language

Optimization Methods for Robot Motion Planning in JuMP - JuliaCon 2024

Explore optimization techniques for robot motion planning using JuMP, covering problem formulation, solution methods, and visualization tools for smooth, collision-free paths.

• YouTube
• 24 minutes
• Self-Paced
• Free Video

ACM SIGPLAN

Synthesizing MILP Constraints for Efficient and Robust Optimization

Explore a novel syntax-guided synthesis method for generating high-quality MILP constraints from Boolean logic specifications, improving efficiency and robustness in optimization problems.

• YouTube
• 17 minutes
• Self-Paced
• Free Video

GERAD Research Center

Data-Driven Method for Constraint Customization in Optimization Models

Explore data-driven constraint customization in optimization models using machine learning to extract and incorporate implicit operational rules, enhancing decision-making in various industries.

• YouTube
• 30 minutes
• Self-Paced
• Free Video

Wolfram

Global Optimization in Wolfram Language: Solving Nonlinear and Nonconvex Problems

Explore advanced global optimization techniques in Wolfram Language for solving complex nonlinear and mixed-integer problems with real-world examples.

• YouTube
• 19 minutes
• Self-Paced
• Free Video