Mixed-Integer Programming Courses and Certifications

Inside Livermore Lab

Simultaneous Feature Selection and Outlier Detection Using Mixed-Integer Programming

Explore mixed-integer programming for simultaneous feature selection and outlier detection in high-dimensional regressions, with applications to biomedical research and microbiome studies.

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

GERAD Research Center

Mixed-Integer Programming: 65 Years of History and the Artificial Intelligence Challenge - DS4DM Coffee Talk

Explore the evolution of Mixed-Integer Programming, from its 1958 roots to modern AI integration, and its impact on solving diverse optimization problems.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Hausdorff Center for Mathematics

Cut Generating Functions

Explore cut generating functions in mixed integer programming, focusing on subadditive functions, their properties, and applications in deriving cutting planes. New results and open questions discussed.

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

Solving Algorithms for Discrete Optimization

44 ratings at Coursera

Explore advanced solving techniques for discrete optimization problems, enhancing modeling skills and solver selection. Learn constraint programming, mixed integer programming, and local search methods.

• Coursera
• 21 hours 52 minutes
• On-Demand
• Paid Course

Coursera Microcredential

AI Techniques, Causal Inference & Business Optimization

Master AI techniques, causal inference, and business optimization through 11 hands-on courses covering conversational AI, decision intelligence, and ethical practices for real-world impact.

• Coursera
• 4 weeks, 10 hours a week
• On-Demand
• Paid Course
• 5 courses

GERAD Research Center

The Heterogeneous-Fleet Electric Vehicle Routing Problem with Nonlinear Charging Functions

Explore advanced routing optimization for electric vehicle fleets, incorporating multiple charging modes, time-dependent waiting functions, and nonlinear charging patterns through mixed-integer linear programming.

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

GERAD Research Center

The Maritime Search and Rescue Routing Problem

Explore optimization models for maritime search and rescue operations, maximizing survival probability through strategic vessel and drone routing using weather forecasts and probability maps.

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

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
• On-Demand
• Free Online Course

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
• On-Demand
• 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
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Decision-Focused Learning - Integrating Downstream Combinatorics in ML

Explore the integration of machine learning and discrete optimization to enhance problem-solving in real-world scenarios, focusing on decision-focused learning and tailored solution strategies.

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