Notebooks for Operations Research: a practical guide to operations research with Python
Notebooks for Operations Research is a practical guide that uses Python and Jupyter Notebooks to teach the principles and applications of operations research. Designed for both beginning students and professionals, the text connects theory and practice through interactive tutorials, solved exercises...
Kaydedildi:
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| Materyal Türü: | Online |
| Dil: | İngilizce |
| Baskı/Yayın Bilgisi: |
Universitat Politècnica de València Editorial
2024
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| Konular: | |
| Online Erişim: | https://directory.doabooks.org/handle/20.500.12854/148590 |
| Etiketler: |
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| Özet: | Notebooks for Operations Research is a practical guide that uses Python and Jupyter Notebooks to teach the principles and applications of operations research. Designed for both beginning students and professionals, the text connects theory and practice through interactive tutorials, solved exercises, and the use of Python libraries to solve problems with a hands-on approach. Chapters cover topics such as linear programming, combinatorial optimisation, non-linear programming, decision and game theory, simulation and Markov chains. Each section integrates mathematical concepts with real-world applications, demonstrating how to solve optimisation and decision-making problems in complex contexts, especially in supply chain management. In addition, the book highlights the relationship between operations research and artificial intelligence, focusing on mathematical reasoning and optimisation techniques, and provides an introduction to machine learning. It is an interactive book in the sense that all content is available in an interactive online environment that allows experimentation with the code. It provides fundamentals, tools and open source resources for those seeking to master operations research in a practical and modern approach. |
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