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Hands-On Genetic Algorithms with Python

You're reading from  Hands-On Genetic Algorithms with Python

Product type Book
Published in Jan 2020
Publisher Packt
ISBN-13 9781838557744
Pages 346 pages
Edition 1st Edition
Languages
Author (1):
Eyal Wirsansky Eyal Wirsansky
Profile icon Eyal Wirsansky

Table of Contents (18) Chapters

Preface Section 1: The Basics of Genetic Algorithms
An Introduction to Genetic Algorithms Understanding the Key Components of Genetic Algorithms Section 2: Solving Problems with Genetic Algorithms
Using the DEAP Framework Combinatorial Optimization Constraint Satisfaction Optimizing Continuous Functions Section 3: Artificial Intelligence Applications of Genetic Algorithms
Enhancing Machine Learning Models Using Feature Selection Hyperparameter Tuning of Machine Learning Models Architecture Optimization of Deep Learning Networks Reinforcement Learning with Genetic Algorithms Section 4: Related Technologies
Genetic Image Reconstruction Other Evolutionary and Bio-Inspired Computation Techniques Other Books You May Enjoy

Constraint satisfaction in search problems

In the previous chapter, we looked at solving search problems, which focused on the methodic evaluation of states and transitions between states. Every state transition typically involves a cost or gain, and the objective of the search was to minimize the cost or maximize the gain. Constraint satisfaction problems are a variant of search problems, where the states must satisfy a number of constraints or limitations. If we are able to translate the various violations of constraints into cost and then strive to minimize the cost, solving a constraint satisfaction problem can resemble solving a general search problem.

Like combinatorial optimization problems, constraint satisfaction problems have important applications in fields such as artificial intelligence, operations research, and pattern matching. A better understanding of these problems...

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