Agile Artificial Intelligence in Pharo : Implementing Neural Networks, Genetic Algorithms, and Neuroevolution

Agile Artificial Intelligence in Pharo Implementing Neural Networks, Genetic Algorithms, and Neuroevolution

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 lear...

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Detalles Bibliográficos
Autor principal: Bergel, Alexandre. author (author)
Formato: Libro electrónico
Idioma:Inglés
Publicado: Berkeley, CA : Apress 2020.
Edición:1st ed. 2020.
Materias:
Programming languages (Electronic computers).
Artificial intelligence.
Computer programming.
Programming Languages, Compilers, Interpreters.
Artificial Intelligence.
Programming Techniques.
Ver en Biblioteca Universitat Ramon Llull:https://discovery.url.edu/permalink/34CSUC_URL/1im36ta/alma991009631572806719
Tabla de Contenidos:
  • 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.

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