English | Size: 1.85 GB
Genre: eLearning
What you’ll learn
Write simple and complex pyomo models
LP, MIP, MINLP, NLP ,QCP, MIQCP
How to mathematically formulate your optimization problems in Python?
Practice Exercises to Confirm the Learnings
How to find the duality coefficients of the constraints ?
Build the skills you need to get your first Operation research / Optimization job /OR Scientist position
Build a complete understanding of Pyomo models from the ground up!
How to start coding your optimization problem in Python (pyomo)? Linear programming, Mixed Integer programming, Quadratic programming, Non-linear Programming
Is it suitable for Mechanical engineering ? Yes, for example : design problems
Is it suitable for Chemical engineering ? Yes, for example : optimal design of chemical systems, optimal operation of chemical units, pooling-blending, optimal control of a process and etc.
Is it suitable for Electrical engineering ? Yes, for example : optimal operation and planning of power plants, optimal power flow and etc.
Is it suitable for Civil engineering ? Yes for example in traffic management, bridge design , reinforcement planning and etc.
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
Linear programming (LP)
Mixed Integer Programming (MILP)
Non-linear Programming (NLP)
Multi-objective Optimization
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:
Build the skills you need to get your first Python optiimization programming job
Move to a more senior software developer position
…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.
Code your own optimization problem in Python (Pyomo package) .
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:
How to formulate your problem and implement it in Python (Pyomo) and make optimal decisions in your real-life problems
How to code efficiently, get familiarised with the techniques that will make your code scalable for large problems
How to design an action block with a clearly defined conversion goal
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 :
General Python coding (Pure Pyomo, elements, loops, multi-objectives, conditional statements, Examples)
More than 40 solved examples
… and much, much more!
By finishing this course, you will have the power to transform your coding skills into a powerful decision making making. .
If you think this Python (Pyomo) coding is complicated, it’s not.
If you think Python (Pyomo) coding is time-taking, it’s not.
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 bonuses.
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.
Does the course get updated?
It’s no secret how technology is advancing at a rapid rate. New, more powerful hardware and software are being released every day, meaning it’s crucial to stay on top with the latest knowledge.
A lot of other courses on Udemy get released once, and never get updated. Learning from an outdated course and/or an outdated version of Python can be counter productive and even worse it could teach you the wrong way to do things.
We cover differences like this in the course and also continually update the course as well.
Who this course is for:
Anyone who needs to make some sort of decisions
Any discipline that requires optimization and decision making
Academics or industry experts in operation research and optimization
Entrepreneurs
Business Owners involved in Energy/Healthcare/Service providers/ and other industries
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