Kruk S. - Practical Python AI Projects [2018, PDF/EPUB, ENG]

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Post 17-May-2018 23:10

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Practical Python AI Projects
Год издания: 2018
Автор: Kruk S.
Издательство: Apress
ISBN: 978-1-4842-3422-8
Язык: Английский
Формат: PDF/EPUB
Качество: Издательский макет или текст (eBook)
Интерактивное оглавление: Да
Количество страниц: 287
Описание: 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.
What You Will Learn
- 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
Who This Book Is For
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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Оглавление

Table of Contents
Chapter 1: Introduction .....................................................................1
Chapter 2: Linear Continuous Models .................................................19
Chapter 3: Hidden Linear Continuous Models .....................................63
Chapter 4: Linear Network Models .....................................................89
Chapter 5: Classic Discrete Models ..................................................125
Chapter 6: Classic Mixed Models .....................................................161
Chapter 7: Advanced Techniques ......................................................191
Index ............................................................................................271
Доп. информация: Исходный код:
https://github.com/Apress/practical-python-ai-projects
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