Wirsansky Hands-On Genetic Algorithms with Python

Apply genetic algorithms to solve real-world AI and machine learning problems
2. Auflage 2024
ISBN: 978-1-80512-157-2
Verlag: De Gruyter
Format: EPUB
Kopierschutz: 0 - No protection

E-Book, Englisch, 418 Seiten

No detailed description available for "Hands-On Genetic Algorithms with Python".

Autoren/Hrsg.

Wirsansky, Eyal

Fachgebiete

• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Spracherkennung, Sprachverarbeitung
• Mathematik | Informatik EDV | Informatik Programmierung | Softwareentwicklung Programmier- und Skriptsprachen

Inhaltsverzeichnis

Table of Contents - An Introduction to Genetic Algorithms
- Understanding the Key Components of Genetic Algorithms
- Using the DEAP Framework
- Combinatorial Optimization
- Constraint Satisfaction
- Optimizing Continuous Functions
- Enhancing Machine Learning Models Using Feature Selection
- Hyperparameter Tuning Machine Learning Models
- Architecture Optimization of Deep Learning Networks
- Reinforcement Learning with Genetic Algorithms
- Natural Language Processing
- Explainable AI and Counterfactuals
- Speeding Up Genetic Algorithms with Concurrency
- Harnessing the Cloud
- Genetic Image Reconstruction
- Other Evolutionary and Bio-Inspired Computation Techniques

Über Autor(innen)

Wirsansky Eyal:
Eyal Wirsansky is a senior data scientist, an experienced software engineer, a technology community leader, and an artificial intelligence researcher. Eyal began his software engineering career over twenty-five years ago as a pioneer in the field of Voice over IP. He currently works as a member of the data platform team at Gradle, Inc. During his graduate studies, he focused his research on genetic algorithms and neural networks. A notable result of this research is a novel supervised machine learning algorithm that integrates both approaches. In addition to his professional roles, Eyal serves as an adjunct professor at Jacksonville University, where he teaches a class on artificial intelligence. He also leads both the Jacksonville, Florida Java User Group and the Artificial Intelligence for Enterprise virtual user group, and authors the developer-focused artificial intelligence blog, ai4java.