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Optimization With Python Solve Operations Research Problems
TORRENT SUMMARY
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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:
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
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FILE LIST
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/01 - Introduction to the course/001 Introduction_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/01 - Introduction to the course/002 What is optimization_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/02 - Installing Python/001 Installing Python_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/02 - Installing Python/002 Packages_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/02 - Installing Python/003 IDE Spyder_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/02 - Installing Python/004 Jupyter Notebook_Lab_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/03 - Starting with Python/001 Lists, Tuples, and Dictionary_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/03 - Starting with Python/002 If, For, While_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/03 - Starting with Python/003 Functions_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/03 - Starting with Python/004 Numpy_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/03 - Starting with Python/005 Pandas_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/03 - Starting with Python/006 Pandas_ reading Excel_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/03 - Starting with Python/007 Graphs_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/03 - Starting with Python/008 PDFs to learn more about Python.html
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/03 - Starting with Python/32608776-data.xlsx
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/03 - Starting with Python/32608778-output.xlsx
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/03 - Starting with Python/32608798-myFile.py
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/03 - Starting with Python/33101168-ex-function.py
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/03 - Starting with Python/33101174-ex-numpy.py
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/03 - Starting with Python/33101176-ex-pandas.py
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/03 - Starting with Python/33101190-ex-pandas-excel.py
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/03 - Starting with Python/33101198-ex-graphs.py
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/002 How do we solve optimization problems__en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/003 Type of Variables_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/004 Objective Function and Constraints_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/005 How to model your problem__en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/006 Example 1_ investiment_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/007 Example 2_ investiment_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/008 Example 3_ production cost_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/009 Example 4_ route problem.mp4
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/009 Example 4_ route problem_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/010 Example 5_ construction assignment_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/011 Example 6_ construction assignment_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/012 Example 7_ job assignment_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/013 Example 8_ job assignment_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/014 How to Learn More__en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/015 Some references for you learn more (problems of VRPTW, TSP, JobShop...).html
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/36020614-ex1-investiment.py
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/36020622-ex2-investiment.py
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/36020624-ex3-cost-of-production.py
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/36020632-ex3-cost-of-production-with-binary.py
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/36020638-ex5-construction.py
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/36020640-ex6-construction-binary.py
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/36020644-ex7-jobs.py
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/36020650-ex8-jobs-with-limit.py
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/36020652-JobShopSchedulling-Article.pdf
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/36020664-TSP-Simple-Literature-Review.pdf
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/36020666-VRPTW.pdf
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/04 - Introduction to mathematical modelling/36020670-ex4-route.py
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/05 - Linear Programming (LP)/001 LP_ Introduction_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/05 - Linear Programming (LP)/002 Framework and Solvers_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/05 - Linear Programming (LP)/003 LP_ Ortools_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/05 - Linear Programming (LP)/004 LP_ SCIP_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/05 - Linear Programming (LP)/005 LP_ Gurobi, CPLEX, and GLPK (installation)_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/05 - Linear Programming (LP)/006 LP_ Pyomo (using Gurobi, CPLEX, and GLPK)_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/05 - Linear Programming (LP)/007 LP_ PuLP_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/05 - Linear Programming (LP)/33907028-0-Mathematical-Programming.pdf
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/05 - Linear Programming (LP)/33907054-2-Duality-Theory.pdf
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/06 - Working with Pyomo/001 Pyomo_ Using other solvers (CBC)_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/06 - Working with Pyomo/002 Pyomo_ Summations.mp4
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/06 - Working with Pyomo/002 Pyomo_ Summations_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/06 - Working with Pyomo/32608856-inputs.xlsx
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/07 - Mixed-Integer Linear Programming (MILP)/002 MILP_ Pyomo_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/07 - Mixed-Integer Linear Programming (MILP)/006 MILP_ Exercise solution_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/08 - Nonlinear Programming (NLP)/005 NLP_ Exercise Solution_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/08 - Nonlinear Programming (NLP)/33101342-ex-NLP-scip.py
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/09 - Mixed-Integer Nonlinear Programming (MINLP)/005 MINLP_ Genetic Algorithm_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/09 - Mixed-Integer Nonlinear Programming (MINLP)/007 MINLP_ Particle Swarm (PSO)_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/09 - Mixed-Integer Nonlinear Programming (MINLP)/33101356-ex-MINLP-scip.py
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/10 - Constraint Programming (CP)/001 CP_ Ortools_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/10 - Constraint Programming (CP)/002 CP_ Concepts.html
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/11 - Special Cases/002 SCOP_ Second-Order Cone Programming_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/11 - Special Cases/003 NonConvex Quadratic Programming_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/11 - Special Cases/004 Vehicle Routing Problems (VRP) with Or-Tools, An introduction_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/11 - Special Cases/005 Linearization_ binary_continuos using BigM_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/11 - Special Cases/006 Linearization_ binary_binary_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/12 - Advanced Features for Pyomo/001 Introduction and a new Case Study (hands-on).mp4
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/12 - Advanced Features for Pyomo/001 Introduction and a new Case Study (hands-on)_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/12 - Advanced Features for Pyomo/002 Check the solver progress_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/12 - Advanced Features for Pyomo/003 Define a Gap Limit_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/12 - Advanced Features for Pyomo/004 Define a Time Limit_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/12 - Advanced Features for Pyomo/006 Working with inequality_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/12 - Advanced Features for Pyomo/008 Parameters and Sets_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/12 - Advanced Features for Pyomo/009 Rules inside Constraints_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/12 - Advanced Features for Pyomo/010 Rules with indexes_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/12 - Advanced Features for Pyomo/012 Differential Algebraic Equations (DAE)_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/12 - Advanced Features for Pyomo/35532010-glpk.pdf
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/12 - Advanced Features for Pyomo/35532022-CBC-manual-and-parameters.pdf
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/13 - More exercises and modeling/002 Garden problem_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/13 - More exercises and modeling/003 Revenue problem_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/13 - More exercises and modeling/004 Route problem [subtitled]_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/13 - More exercises and modeling/005 Optimal power flow problem [subtitled]_en.srt
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/13 - More exercises and modeling/32608890-rotas-input.xlsx
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/13 - More exercises and modeling/32779002-sist-eletrico.xlsx
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[TutsNode.com] - Optimization with Python Solve Operations Research Problems/14 - Conclusion/001 Congratulation_en.srt
