Learning Optimization with Pyomo
Learning Optimization with Pyomo
Published 6/2023
Created by Ayanangshu Das
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English | Duration: 40 Lectures ( 3h 42m ) | Size: 1.83 GB
Mastering Mathematical Modeling and Problem-Solving for Real-World Optimization Challenges
What you'll learn
Students will be able to identify optimization problems, formulate mathematical models, and implement them using Pyomo
Students will formulate and solve a wide range of optimization problems, including linear programming, mixed-integer linear programming, quadratic programming
Students will analyze and interpret optimization outcomes, make informed decisions, and effectively communicate findings to stakeholders
students will have a solid understanding of optimization theory, practical experience in using Pyomo for modeling, and the ability to solve optimization problem
Requirements
Basic knowledge of python
Description
This course is designed to provide a comprehensive understanding of mathematical modeling and problem-solving techniques using Pyomo, a powerful optimization modeling language in Python.In this course, you will embark on a journey to explore the exciting world of optimization, where you will learn how to formulate and solve complex problems to make optimal decisions. Through a combination of theoretical explanations, practical examples, and hands-on exercises, you will gain a solid foundation in optimization principles and the skills needed to apply them in real-world scenarios.Starting with an introduction to optimization fundamentals, you will learn about objective functions, decision variables, and constraints. You will discover linear and nonlinear optimization problem formulations and understand their applications in diverse domains. With Pyomo as your toolkit, you will dive into the syntax, structure, and capabilities of this powerful optimization modeling language.The course will cover various optimization techniques, including linear programming, mixed-integer linear programming and nonlinear programming. You will explore different solution methods, algorithms, and approaches to handle various optimization challenges. Through practical coding exercises and projects, you will gain hands-on experience in implementing optimization models using Pyomo and solving them with different solvers.Moreover, the course will delve into result analysis and interpretation, enabling you to evaluate solution quality, perform sensitivity analysis, and make data-driven decisions based on optimization outcomes. You will also learn how to visualize and present optimization results effectively.By the end of this course, you will have the knowledge and skills to confidently tackle complex optimization problems using Pyomo. Whether you are an aspiring data scientist, an operations researcher, or a decision-maker in any field that requires optimal decision-making, this course will empower you to unlock the potential of optimization and make informed choices that drive efficiency and productivity.Join me on this optimization journey and take a step towards mastering mathematical modeling and problem-solving for real-world optimization challenges with Pyomo
Who this course is for
This course is designed for learners who have a basic understanding of Python programming and a foundation in mathematical concepts. It is suitable for students, professionals, and enthusiasts seeking to expand their knowledge and practical skills in optimization modeling and problem-solving. Whether you are a data scientist, an operations researcher, a supply chain analyst, or a decision-maker in any field that involves making optimal choices, this course will equip you with the necessary tools to formulate and solve complex optimization problems using Pyomo. By the end of the course, you will have a solid understanding of optimization theory, hands-on experience with Pyomo, and the ability to apply optimization techniques to real-world scenarios
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