Optimization with GAMS: Operations Research Bootcamp A-Z from Udemy

The art of decision making and finding the optimal solution to a problem is getting more and more attention in recent years. In this course, you will learn how to deal with various types of mathematical optimization problems as below:

Linear Programming (LP)
Mixed Integer Linear Programming (MILP)
Non-Linear Programming
Mixed Integer Non-Linear Programming
Multi-Objective Optimization

We start from the beginning that you need to formulate a problem. Therefore, after finishing this course, you will be able to find and formulate decision variables, objective function, constraints and define your parameters. Moreover, you will learn how to develop the model that you formulated in the GAMS environment. Using GAMS, you will learn how to:

Define Sets, Parameters, Scalars, Objective Function & Constraints
Import and read data from an external source (Excel file)
Solve the optimization problem using various solvers such as..
Create a report from your result in GAMS results
Export your results into an external source (Excel file)
Deal with multi-objective problems and solve them using GAMS solvers

In this course, we solve simple to complex optimization examples from engineering, production management, scheduling, transportation, supply chain, and ... areas.

This course is structured based on 3 examples for each of the main mathematical programming sections. In the first two examples, you will learn how to deal with that type of specific problem. Then you will be asked to challenge yourself by developing the challenge problem into GAMS. However, even the challenge problem will be explained and solved with details.

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Develops skills in problem formulation, modeling, and solving techniques

Covers various types of mathematical programming problems, including linear, nonlinear, mixed integer, and multi-objective optimization

Provides hands-on experience in using GAMS, a widely used optimization software

Suitable for beginners who want to learn about mathematical optimization and for intermediate learners who want to strengthen their foundation

May be useful for students in engineering, production management, scheduling, transportation, and supply chain

Activities

Be better prepared before your course. Deepen your understanding during and after it. Supplement your coursework and achieve mastery of the topics covered in Optimization with GAMS: Operations Research Bootcamp A-Z with these activities:

Review previous coursework on optimization

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Reviewing previous coursework will help you recall the basics of mathematical optimization and make it easier to understand the content of this course.

Browse courses on Linear Programming

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Gather your notes, assignments, quizzes, and exams from previous optimization courses.
Review the materials, focusing on the key concepts and techniques of mathematical optimization.
Take practice problems or complete practice quizzes to test your understanding.

Read 'Introduction to Linear Optimization' by Bertsimas and Tsitsiklis

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This book provides a comprehensive introduction to linear optimization, which is a fundamental topic in mathematical optimization.

View Introduction to Linear Optimization (Athena... on Amazon

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Read the book thoroughly, taking notes and highlighting important concepts.
Complete the exercises and problems at the end of each chapter to test your understanding.
Discuss the book with classmates or your instructor to gain different perspectives.

Follow tutorials on GAMS

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Following tutorials on GAMS will help you learn the basics of using the software, which you will need to use for assignments and projects in this course.

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Find tutorials on the official GAMS website or other reputable sources.
Follow the tutorials step-by-step, practicing the commands and techniques.
Complete the exercises or assignments that come with the tutorials to test your understanding.

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Join a study group or discussion forum for this course

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Joining a study group or discussion forum will allow you to connect with other students, share ideas, and get help with the course material.

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Find a study group or discussion forum for this course.
Introduce yourself and participate in discussions.
Ask questions, share your insights, and collaborate with other students.

Solve practice problems on mathematical optimization

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Solving practice problems will help you develop your problem-solving skills and deepen your understanding of the concepts covered in this course.

Browse courses on Linear Programming

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Find practice problems from textbooks, online resources, or your instructor.
Solve the problems using the techniques you have learned in the course.
Check your solutions against the provided solutions or consult with your instructor if you need help.

Develop a GAMS model for a small optimization problem

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Developing a GAMS model for a small optimization problem will help you apply the concepts you have learned in this course to a real-world scenario.

Browse courses on Linear Programming

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Choose a simple optimization problem that you can solve using GAMS.
Formulate the problem as a mathematical model, including the objective function, constraints, and decision variables.
Create a GAMS model that implements your mathematical model.
Solve the model using a GAMS solver.
Analyze the results and write a short report summarizing your findings.

Write a blog post or article on a topic related to mathematical optimization

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Writing a blog post or article on a topic related to mathematical optimization will help you deepen your understanding of the subject and share your knowledge with others.

Browse courses on Linear Programming

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Choose a topic that you are interested in and that you have a good understanding of.
Research the topic and gather information from reputable sources.
Organize your thoughts and write a clear and concise blog post or article.
Share your blog post or article with others and get feedback.

Career center

Learners who complete Optimization with GAMS: Operations Research Bootcamp A-Z will develop knowledge and skills that may be useful to these careers:

Operations Research Analyst

Operations Research Analysts use advanced analytical techniques, including optimization, to help organizations make better decisions. This course provides a strong foundation in optimization with GAMS, which can be directly applied to the work of an Operations Research Analyst.

See salaries and explore the career path for Operations Research Analyst

Data Scientist

Data Scientists use data to solve problems and make better decisions. This course provides a strong foundation in optimization, which is a key skill for Data Scientists. Optimization can be used to find the best solution to a problem, given a set of constraints, and is used in a variety of data science applications.

See salaries and explore the career path for Data Scientist

Supply Chain Manager

Supply Chain Managers oversee the flow of goods and services from suppliers to customers. This course, with its focus on optimization and problem-solving, can help Supply Chain Managers develop the skills needed to improve the efficiency and effectiveness of their supply chains.

See salaries and explore the career path for Supply Chain Manager

Industrial Engineer

Industrial Engineers design, improve, and install integrated systems of people, materials, information, equipment, and energy. This course, with its focus on optimization and problem-solving, can help Industrial Engineers develop the skills needed to improve processes and increase efficiency in a variety of industries.

See salaries and explore the career path for Industrial Engineer

Actuary

Actuaries use mathematics and statistics to assess risk and uncertainty. This course, with its focus on optimization and problem-solving, can help Actuaries develop the skills needed to develop and price insurance products.

See salaries and explore the career path for Actuary

Transportation Analyst

Transportation Analysts plan and manage the movement of people and goods. This course, with its focus on optimization and problem-solving, can help Transportation Analysts develop the skills needed to improve the efficiency and effectiveness of transportation systems.

See salaries and explore the career path for Transportation Analyst

Management Consultant

Management Consultants help organizations improve their performance by identifying and solving problems. This course, with its focus on optimization and problem-solving, can help Management Consultants develop the skills needed to succeed in this field.

See salaries and explore the career path for Management Consultant

Business Analyst

Business Analysts help organizations improve their performance by identifying and solving problems. This course, with its focus on optimization and problem-solving, can help Business Analysts develop the skills needed to succeed in this field.

See salaries and explore the career path for Business Analyst

Statistician

Statisticians collect, analyze, and interpret data. This course, with its focus on optimization and problem-solving, can help Statisticians develop the skills needed to use data to make better decisions.

See salaries and explore the career path for Statistician

Economist

Economists study the production, distribution, and consumption of goods and services. This course, with its focus on optimization and problem-solving, can help Economists develop the skills needed to analyze economic data and make better economic decisions.

See salaries and explore the career path for Economist

Project Manager

Project Managers plan and manage projects. This course, with its focus on optimization and problem-solving, can help Project Managers develop the skills needed to plan and manage projects more effectively and efficiently.

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Financial Analyst

Financial Analysts use financial data to make investment recommendations. This course, with its focus on optimization and problem-solving, can help Financial Analysts develop the skills needed to make better investment decisions.

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Software Engineer

Software Engineers design, develop, and maintain software systems. This course, with its focus on optimization and problem-solving, can help Software Engineers develop the skills needed to design and develop more efficient and effective software systems.

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Quality Manager

Quality Managers oversee the quality of products and services. This course, with its focus on optimization and problem-solving, can help Quality Managers develop the skills needed to improve the quality of products and services.

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Risk Manager

Risk Managers assess and manage risk. This course, with its focus on optimization and problem-solving, can help Risk Managers develop the skills needed to assess and manage risk more effectively.

See salaries and explore the career path for Risk Manager

Optimization with GAMS

Operations Research Bootcamp A-Z

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