Hands-On Genetic Algorithms with Python: Applying genetic algorithms to solve real-world deep learning and artificial intelligence problems

Eyal Wirsansky

Informasi Dasar

21.21.239
005.133
Buku - Elektronik (E-Book)
2

Genetic algorithms are a family of search, optimization, and learning algorithms inspired by the principles of natural evolution. By imitating the evolutionary process, genetic algorithms can overcome hurdles encountered in traditional search algorithms and provide high-quality solutions for a variety of problems. This book will help you get to grips with a powerful yet simple approach to applying genetic algorithms to a wide range of tasks using Python, covering the latest developments in artificial intelligence.

After introducing you to genetic algorithms and their principles of operation, you'll understand how they differ from traditional algorithms and what types of problems they can solve. You'll then discover how they can be applied to search and optimization problems, such as planning, scheduling, gaming, and analytics. As you advance, you'll also learn how to use genetic algorithms to improve your machine learning and deep learning models, solve reinforcement learning tasks, and perform image reconstruction. Finally, you'll cover several related technologies that can open up new possibilities for future applications.

By the end of this book, you'll have hands-on experience of applying genetic algorithms in artificial intelligence as well as in numerous other domains.

Subjek

SPECIFIC PROGRAMMING LANGUAGES
 

Katalog

Hands-On Genetic Algorithms with Python: Applying genetic algorithms to solve real-world deep learning and artificial intelligence problems
978-1-83855-774-4
334p.: pdf file.; 9 MB
English

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Pengarang

Eyal Wirsansky
Perorangan
 
 

Penerbit

Packt Publishing
New York
2020

Koleksi

Kompetensi

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  • IEI2A2 - ALGORITMA DAN PEMROGRAMAN KOMPUTER
  • VSI1A4 - ALGORITMA DAN PEMROGRAMAN KOMPUTER
  • ILI2D3 - ALGORITMA DAN PEMROGRAMAN KOMPUTER
  • VKI1J4 - ALGORITMA DAN PEMROGRAMAN LANJUT
  • CII1F4 - ALGORITMA PEMROGRAMAN
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  • CII2C2 - ANALISIS KOMPLEKSITAS ALGORITMA
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  • VII1A4 - IMPLEMENTASI ALGORITMA
  • CII523 - PEMBEKALAN ANALISIS ALGORITMA
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  • CII2K3 - STRATEGI ALGORITMA
  • ISI2C4 - STRUKTUR DATA DAN ALGORITMA
  • CII1F4 - ALGORITMA PEMROGRAMAN
  • CII2C2 - ANALISIS KOMPLEKSITAS ALGORITMA
  • CPI1F4 - ALGORITMA PEMROGRAMAN
  • TUI1E3 - ALGORITMA DAN PEMROGRAMAN
  • CII-1F4 - ALGORITMA PEMROGRAMAN
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  • TUI1E3 - ALGORITMA DAN PEMROGRAMAN
  • ISI1E4 - Algoritma dan Pemrograman **
  • ISJ1E3 - Pengantar Pemrograman dan Logika*

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