10 Best Optimization Problem Courses and Certifications Online

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Close up iPhone showing Udemy application and laptop with notebookThere are thousands of online courses and classes that will help you improve your Optimization Problem skills and earn your Optimization Problem certificate.

In this short article, our experts have actually put together a curated list of the 10 Best of the Best Optimization Problem courses, tutorials, training programs, classes and certifications that are available online right now.

We have actually included just those courses that satisfy our high-quality standards. We have actually put a great deal of time and effort into collecting these all for you. These courses are suitable for all levels, beginners, intermediate students, and experts.

Here’s a look at these courses and what they have to offer for you!

10 Best Optimization Problem Courses and Certifications Online

1. Pyomo Bootcamp: Python Optimization from Beginner to Advance by Optimization Team Udemy Course Our Best Pick

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

As of right now, more than 65728+ people have enrolled in this course and there are over 612+ reviews.

Course Content
Introduction
Pyomo Elements
30+ Solved Projects
Some variants of previously solved examples
Extra lectures

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2. Optimization Using Pattern Search Method: MATLAB Programming by Karthik K Udemy Course

A Quick Way to Learn and Solve Optimization Problems in MATLAB. A Course for Beginners.

As of right now, more than 19977+ people have enrolled in this course and there are over 138+ reviews.

Course Content
Introduction to Optimization
Objective or Fitness Functions
Direct/Pattern Search with MATLAB

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3. Complete guide to Modern Mathematical Optimization in GAMS by Optimization Team Udemy Course

From Zero to Hero

As of right now, more than 14310+ people have enrolled in this course and there are over 199+ reviews.

Course Content
Pre-Class note (Read before you start)
Introduction
Solved Problems in GAMS

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4. Optimization problems and algorithms by Seyedali Mirjalili Udemy Course

“How to understand, formulate, and tackle the difficulties of optimization problems using heursitic algorithms in Matlab”

As of right now, more than 5854+ people have enrolled in this course and there are over 1268+ reviews.

Course Content
Introduction
Optimization problems
Optimization of problems with one objective
Particle Swarm Optimization (PSO)
Optimization of problems with constraints
Optimization of problems with discrete variables
Optimization of problems with multiple objectives
Optimization of problems with uncertainties
Bonus videos (FAQ)
Thank You

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5. Mathematical Optimization with GAMS and Pyomo (Python) by “Hossein Shahandeh, Sanjula Kammammettu” Udemy Course

Learn how to mathematically formulate 16 business problems and find their optimal solutions with GAMS and Pyomo (Python)

As of right now, more than 4489+ people have enrolled in this course and there are over 179+ reviews.

Course Content
Course introduction
Installation and setting up
Introduction to mathematical optimization
Introduction to linear programming (LP) using GAMS and Pyomo
Introduction to nonlinear programming (NLP) using GAMS and Pyomo
Introduction to mixed-integer linear programming (MILP) using GAMS and Pyomo
Introduction to mixed-integer nonlinear programming (MINLP) using GAMS and Pyomo
Wrap up

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6. Optimization with Python: Solve Operations Research Problems by Rafael Silva Pinto Udemy Course

“Solve optimization problems with CPLEX, Gurobi, Pyomo… using linear programming, nonlinear, evolutionary algorithms…”

As of right now, more than 4264+ people have enrolled in this course and there are over 628+ reviews.

Course Content
Introduction to the course
Installing Python
Starting with Python
Introduction to mathematical modelling
Linear Programming (LP)
Working with Pyomo
Mixed-Integer Linear Programming (MILP)
Nonlinear Programming (NLP)
Mixed-Integer Nonlinear Programming (MINLP)
Genetic Algorithm and Particle Swarm
Constraint Programming (CP)
Special Cases
Advanced Features for Pyomo
More exercises and modeling
Conclusion

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7. Multi-objective Optimization Problems and Algorithms by Seyedali Mirjalili Udemy Course

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

As of right now, more than 2668+ people have enrolled in this course and there are over 435+ reviews.

Course Content
Part 1: Introduction
Part 2: Multi-objective Optimization Problems
Part 3: Preliminaries and Essential Definitions in Multi-objective Optimization
Part 4: Multi-objective Algorithms
Bonus Video

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8. Combinatorial Problems and Ant Colony Optimization Algorithm by Seyedali Mirjalili Udemy Course

“Let’s learn Artificial Intelligence search methods: optimization, exact algorithms, heuristics, and metaheuristics”

As of right now, more than 2181+ people have enrolled in this course and there are over 373+ reviews.

Course Content
Introduction
Combinatorial Optimization Problems
Combinatorial Optimization Algorithms
Ant Colony Optimization
Bonus Vidoes

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9. Optimizing Travelling Salesman and Vehicle Routing Problems by Curiosity for Data Science Udemy Course

Learn optimization through Simulated Annealing and Tabu Search and solve the TSP and VRP problems with constraints!

As of right now, more than 1089+ people have enrolled in this course and there are over 243+ reviews.

Course Content
Introduction
Simulated Annealing
Tabu Search
Constraint Handling
Travelling Salesman Problem
Vehicle Routing Problem
BONUS OFFER!!

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10. Optimal Sizing of Hybrid Renewable Energy Systems with Homer by Navid Shirzadi Udemy Course

“Learn about Integration of Renewable Energy Systems, Wind Turbines, Solar PV Panels, Economic Analysis and Microgrid”

As of right now, more than 591+ people have enrolled in this course and there are over 92+ reviews.

Course Content
Introduction
Downloading and Installation of the Homer Software
Explaining the Interface of Homer Software
Introduction to integration of renewable energy systems
Creating Standalone Microgrid Model
Analyzing the Results
Improving the Results of the Model
Designing an Urban Microgrid
Sensitivity Analysis
Bonus

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