Lectures on Intelligent Systems is popular PDF and ePub book, written by Leonardo Vanneschi in 2023-01-13, it is a fantastic choice for those who relish reading online the Computers genre. Let's immerse ourselves in this engaging Computers book by exploring the summary and details provided below. Remember, Lectures on Intelligent Systems can be Read Online from any device for your convenience.
Lectures on Intelligent Systems Book PDF Summary
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 focusing 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, and ensemble methods, plus a discussion of unsupervised learning. This textbook is written in a self-contained style, suitable for undergraduate or graduate students in computer science and engineering, and for self-study by researchers and practitioners.
Detail Book of Lectures on Intelligent Systems PDF
- Author : Leonardo Vanneschi
- Release : 13 January 2023
- Publisher : Springer Nature
- ISBN : 9783031179228
- Genre : Computers
- Total Page : 352 pages
- Language : English
- PDF File Size : 19,9 Mb
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