Genetic Algorithm: Fundamentals and Applications

Fouad Sabry

Jul 2023 · Artificial Intelligence Kitabu cha 85 · One Billion Knowledgeable

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What Is Genetic Algorithm

In the fields of computer science and operations research, a genetic algorithm (GA) is a metaheuristic that is modeled after the process of natural selection and is a subcategory of evolutionary algorithms (EA), which are a broader category. By relying on biologically inspired operators like mutation, crossover, and selection, genetic algorithms are often employed to develop high-quality solutions to optimization and search problems. This is accomplished through the use of genetic programming. Applications of GA include, but are not limited to, improving the efficiency of decision trees through optimization, deciphering sudoku puzzles, optimizing hyperparameters, drawing causal inferences, and other similar tasks.

How You Will Benefit

(I) Insights, and validations about the following topics:

Chapter 1: Genetic algorithm

Chapter 2: Genetic programming

Chapter 3: Particle filter

Chapter 4: Schema (genetic algorithms)

Chapter 5: Universal Darwinism

Chapter 6: Metaheuristic

Chapter 7: Learning classifier system

Chapter 8: Rule-based machine learning

Chapter 9: Genetic representation

Chapter 10: Fitness function

(II) Answering the public top questions about genetic algorithm.

(III) Real world examples for the usage of genetic algorithm in many fields.

(IV) 17 appendices to explain, briefly, 266 emerging technologies in each industry to have 360-degree full understanding of genetic algorithm' technologies.

Who This Book Is For

Professionals, undergraduate and graduate students, enthusiasts, hobbyists, and those who want to go beyond basic knowledge or information for any kind of genetic algorithm.

Kuhusu mwandishi

Fouad Sabry is the former Regional Head of Business Development for Applications at HP. Fouad has received his B.Sc. of Computer Systems and Automatic Control in 1996, dual master’s degrees from University of Melbourne (UoM) in Australia, Master of Business Administration (MBA) in 2008, and Master of Management in Information Technology (MMIT) in 2010. Fouad has more than 30 years of experience in Information Technology and Telecommunications fields, working in local, regional, and international companies, such as Vodafone and IBM. Fouad joined HP in 2013 and helped develop the business in tens of markets. Currently, Fouad is an entrepreneur, author, futurist, and founder of One Billion Knowledge (1BK) Initiative.

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