Optimization with Julia: Mastering Operations Research

所在平台: Udemy

课程主页: https://www.udemy.com/course/optimization-with-julia-mastering-operations-research/

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Coursera 课程:Julia 优化:掌握运筹学 课程概述: 在当今日益复杂的商业环境中,企业的运营和长期规划面临着前所未有的挑战。运筹学中的优化算法被广泛应用于寻找最佳解决方案,因此,精通该领域的专业人士倍受市场青睐。 本课程由一位拥有博士学位且经验丰富的数据科学团队领导者讲授,旨在帮助您在实际和学术环境中解决各类优化问题。 您将学习以下内容: * **数学优化基础:** * 线性规划 (LP) * 混合整数线性规划 (MILP) * 非线性规划 (NLP) * 混合整数非线性规划 (MINLP) * **实际应用技巧:** * 实现求和与多重约束 * 处理求解器参数 * **常用求解器:** * CPLEX, Gurobi, GLPK, CBC, IPOPT, Couenne, Bonmin, SCIP 课程特色: * **实践导向:** 通过大量实际案例教学,帮助您轻松理解和应用优化概念。 * **入门友好:** 即使您是 Julia 或编程新手,讲师也会从 Julia 的安装和基础知识开始,逐步引导您掌握复杂的优化问题。 通过本课程,您将提升技能,并有机会获得 Udemy 的认证(注:根据原文信息,此处提到 Udemy 认证,但课程平台为 Coursera,可能为原文错误或信息合并)。 关键词:运筹学,数学优化,Julia,线性规划,整数规划,非线性规划

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The increasing complexity of the modern business environment has made operational and long-term planning for companies more challenging than ever. To address this, optimization algorithms are employed to find optimal solutions, and professionals skilled in this field are highly valued in today's market.As an experienced data science team leader and holder of a PhD degree, I am well-equipped to teach you everything you need to solve optimization problems in both practical and academic settings.In this course, you will learn how to problems problems using Mathematical Optimization, covering:Linear Programming (LP)Mixed-Integer Linear Programming (MILP)Nonlinear Programming (NLP)Mixed-Integer Nonlinear Programming (MINLP)Implementing summations and multiple constraintsWorking with solver parametersThe following solvers: CPLEX, Gurobi, GLPK, CBC, IPOPT, Couenne, Bonmin, SCIPThis course is designed to teach you through practical examples, making it easier for you to learn and apply the concepts.If you are new to Julia or programming in general, don't worry! I will guide you through everything you need to get started with optimization, from installing Julia and learning its basics to tackling complex optimization problems.By completing this course, you'll not only enhance your skills but also earn a valuable certification from Udemy.Operations Research Operational Research Operation Research Mathematical OptimizationI look forward to seeing you in the classes and helping you advance your career in operations research!

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