Castaño A. - Practical Artificial Intelligence [2018, PDF/EPUB, ENG]

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Post 13-Jul-2018 13:30

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Practical Artificial Intelligence
Machine Learning, Bots, and Agent Solutions Using C#
Год издания: 2018
Автор: Arnaldo Pérez Castaño
Жанр или тематика: Программирование
Издательство: Apress
ISBN: 978-1484233566
Язык: Английский
Формат: PDF/EPUB
Качество: Издательский макет или текст (eBook)
Интерактивное оглавление: Да
Количество страниц: 690
Описание: Discover how all levels Artificial Intelligence (AI) can be present in the most unimaginable scenarios of ordinary lives. This book explores subjects such as neural networks, agents, multi agent systems, supervised learning, and unsupervised learning. These and other topics will be addressed with real world examples, so you can learn fundamental concepts with AI solutions and apply them to your own projects.
People tend to talk about AI as something mystical and unrelated to their ordinary life. Practical Artificial Intelligence provides simple explanations and hands on instructions. Rather than focusing on theory and overly scientific language, this book will enable practitioners of all levels to not only learn about AI but implement its practical uses.
What You’ll Learn:
  • Understand agents and multi agents and how they are incorporated
  • How machine learning relates to real world problems and what it means to you
  • Apply supervised and unsupervised learning techniques and methods in the real world
  • Implement reinforcement learning, game programming, simulation, and neural networks

Примеры страниц

Оглавление

Logic & AI
Automated Theorem Proving & First-Order Logic
Agents
Mars Rover
Multi-Agent Systems
Communication in a Multi-Agent System Using WCF
Cleaning Agents: A Multi-Agent System Problem
Simulation
Support Vector Machines
Decision Trees
Neural Networks
Handwritten Digit Recognition
Clustering & Multi-objective Clustering
Heuristics & Metaheuristics
Game Programming
Game Theory: Adversarial Search & Othello Game
Reinforcement Learning
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