國立高雄大學圖資館 |

語系: 繁體中文

說明(常見問題)

圖資館首頁

登入

回首頁

切換: 標籤 | MARC模式 | ISBD

Agile artificial intelligence in Pha...

Bergel, Alexandre.

Agile artificial intelligence in Pharoimplementing neural networks, genetic algorithms, and neuroevolution /

紀錄類型:	書目-電子資源 : Monograph/item
正題名/作者:	Agile artificial intelligence in Pharoby Alexandre Bergel.
其他題名:	implementing neural networks, genetic algorithms, and neuroevolution /
作者:	Bergel, Alexandre.
出版者:	Berkeley, CA :Apress :2020.
面頁冊數:	xxi, 386 p. :ill., digital ;24 cm.
Contained By:	Springer eBooks
標題:	Artificial intelligence.
電子資源:	https://doi.org/10.1007/978-1-4842-5384-7
ISBN:	9781484253847$q(electronic bk.)

Agile artificial intelligence in Pharoimplementing neural networks, genetic algorithms, and neuroevolution /
Bergel, Alexandre.

Agile artificial intelligence in Pharoimplementing neural networks, genetic algorithms, and neuroevolution /[electronic resource] :by Alexandre Bergel. - Berkeley, CA :Apress :2020. - xxi, 386 p. :ill., digital ;24 cm.

Part I: Neural Network -- 1: The Perceptron Model -- 2: Artificial Neuron -- 3: Neural Networks -- 4: Theory on Learning -- 5: Data Classification -- 6: A Matrix Library -- 7: Matrix-Based Neural Network -- Part II: Genetic Algorithm -- 8: Genetic Algorithm -- 9: Genetic Algorithm in Action -- 10: Traveling Salesman Problem -- 11: Exiting a Maze -- 12: Building Zoomorphic Creatures -- 13: Evolving Zoomorphic Creature -- Part III: Neuroevolution -- 14: Neuroevolution -- 15: Neuroevolution with NEAT -- 16: The MiniMario Video Game -- Last Words.

Cover classical algorithms commonly used as artificial intelligence techniques and program agile artificial intelligence applications using Pharo. This book takes a practical approach by presenting the implementation details to illustrate the numerous concepts it explains. Along the way, you'll learn neural net fundamentals to set you up for practical examples such as the traveling salesman problem and cover genetic algorithms including a fun zoomorphic creature example. Furthermore, Practical Agile AI with Pharo finishes with a data classification application and two game applications including a Pong-like game and a Flappy Bird-like game. This book is informative and fun, giving you source code to play along with. You'll be able to take this source code and apply it to your own projects. You will: Use neurons, neural networks, learning theory, and more Work with genetic algorithms Incorporate neural network principles when working towards neuroevolution Include neural network fundamentals when building three Pharo-based applications.

ISBN: 9781484253847$q(electronic bk.)

Standard No.: 10.1007/978-1-4842-5384-7doiSubjects--Topical Terms:

194058
Artificial intelligence.

LC Class. No.: Q335 / .B474 2020

Dewey Class. No.: 006.3

Agile artificial intelligence in Pharoimplementing neural networks, genetic algorithms, and neuroevolution /
LDR:02608nmm a2200337 a 4500 001 580747
003 DE-He213
005 20201103170246.0
006 m
007 cr
008 210105s2020
020 $a 9781484253847$q(electronic bk.)
020 $a 9781484253830$q(paper)
024 7 $a 10.1007/978-1-4842-5384-7 $2 doi
035 $a 978-1-4842-5384-7
040 $a GP $c GP
041 0 $a eng
050 4 $a Q335 $b .B474 2020
072 7 $a UMX $2 bicssc
072 7 $a COM051010 $2 bisacsh
072 7 $a UMX $2 thema
072 7 $a UMC $2 thema
082 0 4 $a 006.3 $2 23
090 $a Q335 $b .B495 2020
100 1 $a Bergel, Alexandre. $3 357120
245 1 0 $a Agile artificial intelligence in Pharo $h [electronic resource] : $b implementing neural networks, genetic algorithms, and neuroevolution / $c by Alexandre Bergel.
260 $a Berkeley, CA : $b Apress : $b Imprint: Apress, $c 2020.
300 $a xxi, 386 p. : $b ill., digital ; $c 24 cm.
505 0 $a Part I: Neural Network -- 1: The Perceptron Model -- 2: Artificial Neuron -- 3: Neural Networks -- 4: Theory on Learning -- 5: Data Classification -- 6: A Matrix Library -- 7: Matrix-Based Neural Network -- Part II: Genetic Algorithm -- 8: Genetic Algorithm -- 9: Genetic Algorithm in Action -- 10: Traveling Salesman Problem -- 11: Exiting a Maze -- 12: Building Zoomorphic Creatures -- 13: Evolving Zoomorphic Creature -- Part III: Neuroevolution -- 14: Neuroevolution -- 15: Neuroevolution with NEAT -- 16: The MiniMario Video Game -- Last Words.
520 $a Cover classical algorithms commonly used as artificial intelligence techniques and program agile artificial intelligence applications using Pharo. This book takes a practical approach by presenting the implementation details to illustrate the numerous concepts it explains. Along the way, you'll learn neural net fundamentals to set you up for practical examples such as the traveling salesman problem and cover genetic algorithms including a fun zoomorphic creature example. Furthermore, Practical Agile AI with Pharo finishes with a data classification application and two game applications including a Pong-like game and a Flappy Bird-like game. This book is informative and fun, giving you source code to play along with. You'll be able to take this source code and apply it to your own projects. You will: Use neurons, neural networks, learning theory, and more Work with genetic algorithms Incorporate neural network principles when working towards neuroevolution Include neural network fundamentals when building three Pharo-based applications.
650 0 $a Artificial intelligence. $3 194058
650 0 $a Agile software development. $3 306567
650 1 4 $a Programming Languages, Compilers, Interpreters. $3 274102
650 2 4 $a Artificial Intelligence. $3 212515
650 2 4 $a Programming Techniques. $3 274470
710 2 $a SpringerLink (Online service) $3 273601
773 0 $t Springer eBooks
856 4 0 $u https://doi.org/10.1007/978-1-4842-5384-7
950 $a Professional and Applied Computing (Springer-12059)