Practical Artificial Intelligence in Julia
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Practical Artificial Intelligence in Julia, Apress
Implementing Neural Networks, Genetic Algorithms, and Neuroevolution in Julia
Von Alexandre Bergel, im heise shop in digitaler Fassung erhältlich
Produktinformationen "Practical Artificial Intelligence in Julia"
Develop a thorough grasp of artificial intelligence through practical
implementations in Julia. This trailblazing book covers classical AI algorithms
and provides practical implementations of agile AI applications, highlighting
Julia's versatility and high-performance capabilities for AI development.
This book takes a practical approach to ensure that readers translate
theoretical concepts into tangible, real-world scenarios. Along the way, you
will learn and implement neural networks, genetic algorithms, and neuroevolution
from scratch. Author Dr. Alexandre Bergel uses practical examples, such as
solutions to the traveling sales problem and a fun platform game (including a
random level generator) to reinforce AI techniques. It also introduces Darwinian
evolution principles, demonstrating how to evolve zoomorphic organisms to solve
particular tasks, such as stair climbing or going over obstacles.
This book stands out as among the earliest to delve into Genertic Algorithms and
Neuroevolutions in Julia, and it is one of the few available that offers a
comprehensive implementation of Neuroevolution. It is equally as fun as it is
informative, providing readers with source code to play along with and apply to
future projects.
What You Will Learn:
- Solve simple classification tasks using neural networks
- Use genetic algorithms to solve complex algorithmic problems
- Apply Darwinian evolution principles to evolve artificially living creatures
- Discover how to Neuroevolution to build an artificial player to solve a platform game
Artikel-Details
- Anbieter:
- Apress
- Autor:
- Alexandre Bergel
- Artikelnummer:
- 9798868825958
- Veröffentlicht:
- 30.07.26
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