£102.00

CRC Press Swarm Intelligence and Evolutionary Computation Book

Name: CRC Press Swarm Intelligence and Evolutionary Computation Book
Brand: CRC Press
Price: 102.0 GBP
Availability: InStock

AI & Machine Learning

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Description

Explore the complex world of computational optimization with Swarm Intelligence and Evolutionary Computation. Published by CRC Press, this book provides a deep dive into the theoretical advances and emerging practical applications of swarm and evolutionary intelligence. It serves as a comprehensive resource for understanding how these methods function within machine learning and deep learning frameworks. Readers will find a structured approach to learning, starting with a theoretical introduction to various optimization techniques. The text covers both gradient-based methods, including steepest descent, conjugate gradient, Newton, and quasi-Newton methods, alongside non-gradient approaches like genetic algorithms and swarm intelligence. This book is designed to bridge the gap between theory and application, making it a valuable asset for those studying advanced computing and artificial intelligence.

Key Features

Comprehensive theoretical coverage of computational optimization techniques including gradient-based and non-gradient methods.

Detailed analysis of evolutionary computation techniques and genetic algorithms for advanced machine learning applications.

In-depth exploration of swarm intelligence theory and particle swarm methods across nine structured chapters.

Practical insights into the application of swarm and evolutionary intelligence in modern deep learning.

Academic resource covering essential mathematical methods like steepest descent and conjugate gradient algorithms.

Product Specifications

Brand: CRC Press
Format: hardcover
ASIN: 1032162503
Category: Books > Subjects > Computing & Internet > Computer Science > AI & Machine Learning
Domain: Amazon UK
Release Date: 07 March 2023
Listed Since: 10 September 2022

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CRC Press Swarm Intelligence and Evolutionary Computation Book

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