Mixed-Integer Programming Courses and Certifications

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
• Self-Paced
• Free Video

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
• Self-Paced
• Free Video

Coursera

Optimize Supply & Pricing

Master supply chain and dynamic pricing optimization using Gurobi and Excel simulations, applying mixed-integer programming, elasticity models, and sensitivity analysis to drive measurable business ROI.

• Coursera
• 5 hours 9 minutes
• Self-Paced
• Paid Course

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
• Self-Paced
• Free Video

Optimization with Python: Solve Operations Research Problems

1964 ratings at Udemy

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

• Udemy
• 12 hours 47 minutes
• Self-Paced
• Paid Course

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
• Self-Paced
• Paid Course

Prescriptive Analytics

Master optimization techniques to transform data into actionable strategies, from linear models to mixed-integer optimization, using Python and Pyomo for real-world business decision-making.

• edX
• 9 weeks, 3-5 hours/week
• Self-Paced
• Free Online Course (Audit)

Coursera

Job Shop Scheduling Using MILP Optimization on RStudio

Learn to optimize job shop scheduling using Mixed Integer Linear Programming in RStudio. Gain hands-on experience with formulating, solving, and analyzing complex scheduling problems using the lpSolveAPI library.

• Coursera
• 2 hours 2 minutes
• Self-Paced
• Paid Course

Coursera Credential

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/week
• Self-Paced
• Paid Course
• 5 courses

Pyomo Bootcamp: Python Optimization from Beginner to Advance

803 ratings at Udemy

Guide for building optimization probelm (operation research) in Pyomo Jupyter and solve it using CPLEX, Gurobi and IPOPT

• Udemy
• 5 hours 5 minutes
• Self-Paced
• Paid Course

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
• Self-Paced
• 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
• Self-Paced
• 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
• 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