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Optimization with Python Solve Operations Research Problems

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名前:Optimization with Python Solve Operations Research Problems
_DESCRIPTION_:

Description

Operational planning and long term planning for companies are more complex in recent years. Information changes fast, and the decision making is a hard task. Therefore, optimization algorithms (operations research) are used to find optimal solutions for these problems. Professionals in this field are one of the most valued in the market.

In this course you will learn what is necessary to solve problems applying Mathematical Optimization and Metaheuristics:

   Linear Programming (LP)
   Mixed-Integer Linear Programming (MILP)
   NonLinear Programming (NLP)
   Mixed-Integer Linear Programming (MINLP)
   Genetic Algorithm (GA)
   Multi-Objective Optimization Problems with NSGA-II (an introduction)
   Particle Swarm (PSO)
   Constraint Programming (CP)
   Second-Order Cone Programming (SCOP)
   NonConvex Quadratic Programmin (QP)

The following solvers and frameworks will be explored:

   Solvers: CPLEX – Gurobi – GLPK – CBC – IPOPT – Couenne – SCIP
   Frameworks: Pyomo – Or-Tools – PuLP – Pymoo
   Same Packages and tools: Geneticalgorithm – Pyswarm – Numpy – Pandas – MatplotLib – Spyder – Jupyter Notebook

Moreover, you will learn how to apply some linearization techniques when using binary variables.

In addition to the classes and exercises, the following problems will be solved step by step:

   Optimization on how to install a fence in a garden
   Route optimization problem
   Maximize the revenue in a rental car store
   Optimal Power Flow: Electrical Systems
   Many other examples, some simple, some complexes, including summations and many constraints.

The classes use examples that are created step by step, so we will create the algorithms together.

Besides this course is more focused in mathematical approaches, you will also learn how to solve problems using artificial intelligence (AI), genetic algorithm, and particle swarm.

Don’t worry if you do not know Python or how to code, I will teach you everything you need to start with optimization, from the installation of Python and its basics, to complex optimization problems. Also, I have created a nice introduction on mathematical modeling, so you can start solving your problems.

I hope this course can help you in your carrier. Yet, you will receive a certification from Udemy.

Operations Research | Operational Research | Mathematical Optimization

See you in the classes!
Who this course is for:

   Undergrad, graduation, master program, and doctorate students.
   Companies that wish to solve complex problems
   People interested in complex problems and artificial inteligence

Requirements

   Some knowledge in programming logic
   Why and where to use optimization
   It is NOT necessary to know Python

Last Updated 10/2021
YouTube動画:
カテゴリ:Tutorials
言語:English  English
合計サイズ:3.00 GB
情報のハッシュ:3B95D39348848574A727044773873ACD974D261F
を追加することによって:tutsnode Verified UploaderVIP
追加日:2021-11-07 13:19:42
トレントステータス:Torrent Verified


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