Pyomo Bootcamp: Python Optimization from Beginner to Advance
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**Brand New For 2023 – Pyomo Bootcamp: Python Optimization from Beginner to Advance Course on Udemy**
Join your 65000 fellow researchers and experts in operation research industry in learning the fundamentals of the optimal decision making and optimization.
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Learn Pyomo in 3 days.
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What is Pyomo used for ?
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What does Pyomo stand for ?
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Is Pyomo Open source ?
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How do I download Pyomo ?
If you just want to learn Python then this course is not for you
if you want to learn Optimization modeling in Python then Welcome to the Pyomo Bootcamp: Python Optimization from Beginner to Advance course!
Learn
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Linear programming (LP)
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Mixed Integer Programming (MILP)
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Non-linear Programming (NLP)
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Multi-objective Optimization
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Formulating the optimization problems
I will walk you through every step of Python coding with real-life case studies, actual experiments, and tons of examples from around different disciplines.
By the end of this course, you’ll be able to:
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Build the skills you need to get your first Python optiimization programming job
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Move to a more senior software developer position
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…then you need a solid foundation in Optimization and operation research Python programming. And this course is designed to give you those core skills, fast.
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Code your own optimization problem in Python (Pyomo package) .
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Receive your official certificate
The developed course is suitable for you even if you have no background in the power systems.
In this Optimization course you will learn:
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How to formulate your problem and implement it in Python (Pyomo) and make optimal decisions in your real-life problems
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How to code efficiently, get familiarised with the techniques that will make your code scalable for large problems
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How to design an action block with a clearly defined conversion goal
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How to run sensitivity analysis in Python to predict the outcome of a decision if a situation turns out to be different compared to the key predictions.
For your convenience the course is broken into two sections :
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General Python coding (Pure Pyomo, elements, loops, multi-objectives, conditional statements, Examples)
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More than 40 solved examples
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… and much, much more!
By finishing this course, you will have the power to transform your coding skills into a powerful decision making making. .
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If you think this Python (Pyomo) coding is complicated, it’s not.
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If you think Python (Pyomo) coding is time-taking, it’s not.
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If you think watching this course won’t make a difference in your professional career … think again.
I’ve consulted with several companies and researchers around the world and have consulted them on how to use optimization techniques in their business. Trust me, I learned all this the hard way.
Along with the video content of the course, there are many extra.
What if you have questions?
As if this course wasn’t complete enough, we offer full support, answering any questions you have 7 days a week (whereas many instructors answer just once per week, or not at all).
This means you’ll never find yourself stuck on one lesson for days on end. With our hand-holding guidance, you’ll progress smoothly through this course without any major roadblocks.
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Downloadable resources and guides
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An audio version of the course to listen on the go
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Q&A videos the answer your specific questions
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Assignments that make you productive while taking the course
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An instructor who truly cares about your success
This is the course on landing page design I wish I had when I was first starting out!
OUR PROMISE TO YOU
We’ll be here for you every step of the way. If you have any questions about the course content or anything related to this topic, you can always post a question in the course or send me a direct message.
We want to make this the best course on how to use Python (Pyomo). So if there is any way we can improve this course, just tell us and we’ll make it happen.
Enroll today and enjoy:
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Lifetime access to the course and all future updates
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Over 4 hours of high quality, up to date video lectures
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Exercises and feedback
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Access to the student-only discussion forum
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30 day, no questions asked, money-back guarantee
With our 30-day 100% money-back guarantee, there’s no reason to hesitate.
I’ll give you two more reasons why you should enrol right this second:
Your investment in this course will quickly be paid back even just by implementing some of the techniques I share with you. There are hundreds of gold nuggets to choose from, making this course the best investment in your own education and future success.
While today is still the best day you can get started with Python (Pyomo) coding, it will get harder for engineers as the markets get more and more competitive. You want to start as soon as you can (like now) to take advantage of this growing market. Instead of struggling and trying to do everything yourself, just learn from someone who has already figured it out.
I CAN’T WAIT TO SEE YOUR SUCCESS
See you inside!
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1IntroVideo lesson
What is optimal decision making and the application of it ?
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2Python and Pyomo InstallationVideo lesson
How to install Anaconda ?
How to use Jupyter notebook ?
How to install Pyomo package ?
How to install solvers?
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3Visualization in PythonVideo lesson
How to do the visualization in Python (quick guide)
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4MatPlotLib packageText lesson
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5Pyomo ElementsVideo lesson
What are the Pyomo elements ?
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6Basic knowledge about optimization and decision makingQuiz
Choose the right answer
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7Abstract or Concrete Models? Via a simple ExampleVideo lesson
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8Update a parameter in an Abstract ModelsVideo lesson
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9Create a Dat file for AbstractModelText lesson
This lecture tries to give you some examples on how to create .dat files for your optimization purpose
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10How to call a .dat file for initializing the instance in Abstract ModelsText lesson
This lecture shows you a quick guide on how to call your dat file for initializing the model (creasing the instance)
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11Analysing the outputText lesson
Once your model is solved you can get some useful information regarding your model.
This lecture shows you how to do this
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12How to use the examples in this course?Text lesson
A brief summary of the examples you will solve in this course
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13Biggest rectangle inside a circleVideo lesson
Find the biggest rectangle trapped inside a circle
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14Biggest cylinder inside a SphereVideo lesson
Find the maximum area of a rectangle inside a circle
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15Fastest routeVideo lesson
Find the optimal path to minimize the traveling time
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16Heron problemVideo lesson
A and B are two given points on the same side of a line L. Find a point D on L such that the sum of the distances form A to D and from D to B is minimum
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17Steiner problemVideo lesson
In the plane of a triangle, find a point such that the sum of its distances to the vertices of the triangle is minimum (the coordinates of the triangle are know)
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18System of linear equationsVideo lesson
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19Hostile brothers in a rectangleVideo lesson
Find the locations of N brothers in a rectangle in a way that the minimum distance between each pair of brothers is maximum
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20N-QueensVideo lesson
Allocate the maximum number of queens on a chess board without attacking each other.
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21Circle placement in a rectangleVideo lesson
Allocate N circles with known radiuses in a minimum surface rectangle without overlapping each other
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22Biggest equal sized circles inside a unity circleVideo lesson
Allocate N equal sized circles inside a unity circle. Try to maximize their radius.
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23Clash of clansVideo lesson
How to optimally select your troops in the game of Clash of Clans
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24Biggest circle on a surface with obstaclesVideo lesson
Find the biggest circle on a surface with a number of obstacles (center and radius)
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25Center of massVideo lesson
Find the center of mass of a given set of objects (location and mass is known for each object)
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26Min Queens to cover the chess boardVideo lesson
Determine the minimum number of queens to protect all cells of a chess board
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27Connected treeVideo lesson
Find the spanning tree for a given set of nodes
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28Spanning tree with degree constraintsVideo lesson
Find the spanning tree with a constraint on the degree of each node
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29Connected tourVideo lesson
For a given nodes (with known coordinates), find the tour starting from 1 with min distance
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30Conference allocationVideo lesson
We are about to organize a conference. The participants are going to attend the conference from different cities. The traditional approach is inviting all people to one city. Alternatively, we can ask the participant to gather in different cities (Nc) and then do the teleconference. How to select the tele-conf cities to minimize the traveling distances.
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31Max flowVideo lesson
Find the maximum flow from starting node to the ending node
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32Graph Node ColoringVideo lesson
What is the minimum required number of colors to paint the nodes of a given graph in a way that any two adjacent nodes have different colors?
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33Graph Edge ColoringVideo lesson
What is the minimum required number of colors to paint the edges of a given graph in a way that any two edges with mutual nodes have different colors?
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34Chess board colouringVideo lesson
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35Facility allocationVideo lesson
Suppose we have a graph and we need to allocate some facilities on the nodes
The question is
what is the minimum number of nodes to be selected in a ways that each node has a facility of a neighbor node has such a facility -
36Curve fittingVideo lesson
For a given set of points, find a line that approximates the behaviour
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37Paper companyVideo lesson
A paper company should cut its raw papers (black ones) into the color ones. The size of each paper is known. Determine the optimal cutting approach to supply the required quantities.
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38TransportationVideo lesson
There are i factories and j demand points. The question is how to produce and transport the goods from factory to the demand points.
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39Access to Dual values of ConstraintsText lesson
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40N-QueensQuiz
N-Queens problem
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41Hostile brothers in a triangleVideo lesson
Find the locations of N brothers in a triangle in a way that the minimum distance between each pair of brothers is maximum
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42Hostile brothers in a circleVideo lesson
Find the locations of N brothers in a circle in a way that the minimum distance between each pair of brothers is maximum
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43Circle placement in a circleVideo lesson
Allocate N circles with known radiuses in a minimum surface circle without overlapping each other
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44Circle placement in a half-circleVideo lesson
Allocate N circles with known radiuses in a half circle without overlapping each other
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45Circle placement in a triangleVideo lesson
Allocate N circles with known radiuses in a minimum surface triangle without overlapping each other
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46Center of mass (negative mass)Video lesson
Find the center of mass of a given set of objects (location and mass is known for each object)
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