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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

Chromosomes and genetic operators for real numbers

In previous chapters, we focused on search problems that inherently deal with the methodic evaluation of states and transitions between states. Consequently, the solutions for these problems were best represented by lists (or arrays) of binary or integer parameters. In contrast to that, this chapter covers problems where the solution space is continuous, meaning the solutions are made up of real (floating-point) numbers. As we mentioned in Chapter 2, Understanding the Key Components of Genetic Algorithms, representing real numbers using binary or integer lists was found to be far from ideal and, instead, lists (or arrays) of real-valued numbers are now considered to be a simpler and better approach.

Reiterating the example from Chapter 2, Understanding the Key Components of Genetic Algorithms, if we have a problem involving three...

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