Practical Python AI Projects: Mathematical Models of Optimization Problems with Google OR-Tools
Practical Python AI Projects: Mathematical Models of Optimization Problems with Google OR-Tools By Serge Kruk
English | PDF,EPUB | 2018| 287 Pages | ISBN : 1484234227 | 5 MB
Discover the art and science of solving artificial intelligence problems with Python using optimization modeling. This book covers the practical creation and analysis of mathematical algebraic models such as linear continuous models, non-obviously linear continuous models,and pure linear integer models. Rather than focus on theory, Practical Python AI Projects, the product of the author's decades of industry teaching and consulting, stresses the model creation aspect; contrasting alternate approaches and practical variations.
Each model is explained thoroughly and written to be executed. The source code from all examples in the book is available, written in Python using Google OR-Tools. It also includes a random problem generator, useful for industry application or study.
Build basic Python-based artificial intelligence (AI) applications
Work with mathematical optimization methods and the Google OR-Tools (Optimization Tools) suite
Create several types of projects using Python and Google OR-Tools
Work with mathematical optimization methods and the Google OR-Tools (Optimization Tools) suite
Create several types of projects using Python and Google OR-Tools
Developers and students who already have prior experience in Python coding. Some prior mathematical experience or comfort level may be helpful as well.
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