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OMLT: Optimization & Machine Learning Toolkit - MaRDI portal

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OMLT: Optimization & Machine Learning Toolkit

From MaRDI portal
Publication:6390190

arXiv2202.02414MaRDI QIDQ6390190

Author name not available (Why is that?)

Publication date: 4 February 2022

Abstract: The optimization and machine learning toolkit (OMLT) is an open-source software package incorporating neural network and gradient-boosted tree surrogate models, which have been trained using machine learning, into larger optimization problems. We discuss the advances in optimization technology that made OMLT possible and show how OMLT seamlessly integrates with the algebraic modeling language Pyomo. We demonstrate how to use OMLT for solving decision-making problems in both computer science and engineering.




Has companion code repository: https://github.com/cog-imperial/omlt








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