Lectures on Intelligent Systems

Name: Lectures on Intelligent Systems
Brand: Springer, Berlin
SKU: 9783031179211
Price: 1566 CZK
Availability: InStock

Autor: Leonardo Vanneschi, Sara Silva

Jazyk:

Vazba: Pevná

Vydavatel: Springer, Berlin

Dostupnost: Skladem u dodavatele

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This textbook provides the reader with an essential understanding of computational methods for intel...

Informace o knize

Autor

Leonardo Vanneschi, Sara Silva

Jazyk

Angličtina

Vazba

Kniha - Pevná

Vydáno

2023

Stránek

350

EAN

9783031179211

Enbook ID

41438440

Vydavatel

Springer, Berlin

Hmotnost

684

Rozměry

155 x 235

Kompletní popis

This textbook provides the reader with an essential understanding of computational methods for intelligent systems. These are defined as systems that can solve problems autonomously, in particular problems where algorithmic solutions are inconceivable for humans or not practically executable by computers. Despite the rapidly growing applications in this field, the book avoids application details, instead it focuses on computational methods that equip the reader with the methodological tools and competencies necessary to tackle current and future complex applications. The book consists of two parts: computational intelligence methods for optimization, and machine learning. Part I begins with the concept of optimization, and introduces local search algorithms, genetic algorithms, and particle swarm optimization. Part II begins with an introduction to machine learning and covers several methods, many of which can be used as supervised learning algorithms, such as decision tree learning, artificial neural networks, genetic programming, Bayesian learning, support vector machines, ensemble methods, plus a discussion of unsupervised learning.

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Lectures on Intelligent Systems

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