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Pyomo Bootcamp: Python Optimization from Beginner to Advance

Pyomo Bootcamp: Python Optimization from Beginner to Advance

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Pyomo Bootcamp: Python Optimization from Beginner to Advance​

Guide for building optimization probelm (operation research) in Pyomo Jupyter and solve it using CPLEX, Gurobi and IPOPT

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
  • Suitable for Chemical engineering ? Yes, Optimal design of chemical systems, optimal operation of chemical units, pooling-blending, optimal control of a process
  • 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.
  • Google Colab and Neos Server

 

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