Hands-On Genetic Algorithms with Python - Second Edition
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Hands-On Genetic Algorithms with Python - Second Edition

Apply genetic algorithms to solve real-world AI and machine learning problems

About the Book

Written by Eyal Wirsansky, a senior data scientist and AI researcher with over 25 years of experience and a research background in genetic algorithms and neural networks, Hands-On Genetic Algorithms with Python offers expert insights and practical knowledge to master genetic algorithms. After an introduction to genetic algorithms and their principles of operation, you’ll find out how they differ from traditional algorithms and the types of problems they can solve, followed by applying them to search and optimization tasks such as planning, scheduling, gaming, and analytics. As you progress, you’ll delve into explainable AI and apply genetic algorithms to AI to improve machine learning and deep learning models, as well as tackle reinforcement learning and NLP tasks. This updated second edition further expands on applying genetic algorithms to NLP and XAI and speeding up genetic algorithms with concurrency and cloud computing. You’ll also get to grips with the NEAT algorithm. The book concludes with an image reconstruction project and other related technologies for future applications. By the end of this book, you’ll have gained hands-on experience in applying genetic algorithms across a variety of fields, with emphasis on artificial intelligence with Python.

About the Author

Packt Publishing Ltd
Packt Publishing Ltd

Packt Publishing are an established global technical learning content provider, founded in Birmingham, UK with over twenty years’ experience in delivering premium rich content from ground-breaking authors on a wide range of emerging and popular technologies. Our titles have global relevance our multimedia portfolio includes over 9,000 books, e-books, audiobooks and video courses. www.packtpub.com

Table of Contents

  1. An Introduction to Genetic Algorithms
  2. Understanding the Key Components of Genetic Algorithms
  3. Using the DEAP Framework
  4. Combinatorial Optimization
  5. Constraint Satisfaction
  6. Optimizing Continuous Functions
  7. Enhancing Machine Learning Models Using Feature Selection
  8. Hyperparameter Tuning Machine Learning Models
  9. Architecture Optimization of Deep Learning Networks
  10. Reinforcement Learning with Genetic Algorithms
  11. Natural Language Processing
  12. Explainable AI and Counterfactuals
  13. Speeding Up Genetic Algorithms with Concurrency
  14. Harnessing the Cloud
  15. Genetic Image Reconstruction
  16. Other Evolutionary and Bio-Inspired Computation Techniques

About the Publisher

This book is published on Leanpub by Packt Publishing Ltd

Packt Publishing are an established global technical learning content provider, founded in Birmingham, UK with over twenty years’ experience in delivering premium rich content from ground-breaking authors on a wide range of emerging and popular technologies. Our titles have global relevance our multimedia portfolio includes over 9,000 books, e-books, audiobooks and video courses. www.packtpub.com

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