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Data science in transportation, the intersection of operations research and ML - Holger Teichgraeber - The Data Scientist Show #063
The Data Scientist Show
Python Packages for Optimization Modeling and Solving
In Python, there are multiple packages for formulating and solving optimization problems, such as pyomo, grobi, and Cplex./nIn optimization modeling, there are two distinct steps: building a mathematical model and then sending it to a solver./nUnlike in machine learning, where modeling and solving are often combined, optimization modeling separates the two tasks./nThe solver takes care of finding the best solution for the problem, considering all possible combinations./nIn machine learning, the problem formulation is more automated, with algorithms being chosen based on the given problem.
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