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 /
[edited by] Serge Kruk.
- 279 pages ; illustrations : 23 cm.
Introduction -- Linear continuous models -- Hidden linear
continuous models -- Linear network models -- Classic
discrete models -- Classic mixed models -- Advanced
techniques
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. You will: 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
9781484234228 (hard : alk. paper)
2018934677
Python (Computer program language)
Artificial intelligence
005.133 / P
Introduction -- Linear continuous models -- Hidden linear
continuous models -- Linear network models -- Classic
discrete models -- Classic mixed models -- Advanced
techniques
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. You will: 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
9781484234228 (hard : alk. paper)
2018934677
Python (Computer program language)
Artificial intelligence
005.133 / P