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Understanding Artificial Intelligence

Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Sabouret, Nicolas
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Milton : CRC Press LLC, 2020.
Temas:
Acceso en línea:Texto completo
Tabla de Contenidos:
  • Intro
  • Half Title
  • Title Page
  • Copyright Page
  • Dedication
  • Table of Contents
  • Introduction
  • 1. What is Artificial Intelligence?: Understanding What a Computer, an Algorithm, a Program, and, in Particular, an Artificial Intelligence Program Are
  • Computer Science and Computers
  • Computers and Algorithms
  • Algorithms and Computer Science
  • The All-Purpose Machine
  • Programs that Make Programs
  • And Where Does Artificial Intelligence Fit in All This?
  • A Machine That Learns?
  • Obey, I Say!
  • Attention: One Program Can Conceal Another!
  • So, What Is AI?
  • Reference
  • 2. The Turing Test: Understanding That It Is Difficult to Measure the Intelligence of Computers
  • What Is Intelligence?
  • A Test, But Which One?
  • And Then There Was Turing!
  • It Chats...
  • A Chatbot Named Eliza
  • It's Controversial Too!
  • My Computer and I Are Not Alike!
  • 3. Why Is It So Difficult?: Understanding There Are Limitations to What a Machine Can Calculate
  • Limitations of Computers
  • A Real Headache
  • Counting Operations
  • This Is Getting Complex
  • Squaring the Circle?
  • 4. Lost in the Woods: Understanding a First Principles of AI Method -Exploration
  • A Small Walk in Paris
  • How a GPS Works
  • Finding the Path
  • It Is More Difficult Than It Looks
  • The Adventurers of the Lost Graph
  • So Easy!
  • It's a Win-Win
  • Computer Science in Three Questions
  • A Clever Algorithm
  • AI Is Here!
  • A Head in the Stars
  • The Best Is the Enemy of the Good
  • Roughly Speaking, It's That Way!
  • Follow the Crows
  • There's a Trick!
  • 5. Winning at Chess: Understanding How to Build Heuristics
  • A Short History of AI
  • A New Challenge
  • An Old Algorithm
  • From Theory to Practice
  • Another Limit to Computers?
  • Checkmate, von Neumann!
  • The Return of Minimax
  • A Heuristic to Win at Chess
  • Easier Said Than Done
  • A Disappointing Victory
  • 6. The Journey Continues: Understanding That One Graph Can Conceal Another
  • On the Intelligence of Machines
  • A Very Particular Traveler
  • A Healthy Walk
  • A Really Difficult Problem...
  • The Greedy Algorithm
  • At Least, It's Fast!
  • Come On, We Can Do Better!
  • The Solution Space
  • One Graph Can Conceal Another!
  • Space Exploration
  • 7. Darwin 2.0: Understanding How to Explore Space as a Group
  • Natural Selection
  • Computing Herds
  • You've Got to Start Somewhere
  • Two Beautiful Children!
  • A Little More Randomness
  • So, What Is This Good For?
  • This Doesn't Solve Everything, However
  • 8. Small but Strong: Understanding How Ants Find Their Way
  • Multi-Agent Systems
  • The Algorithm and the Ant
  • Just Like in the Ant Colony
  • Calculating a Path With Ants
  • The More the Merrier!
  • The Solution Emerges
  • The Solution to All Our Problems?
  • 9. A Bit of Tidying Up: Understanding How a Machine Learns to Classify
  • Find the Odd One Out!
  • From Animals to Genes
  • Let's Do Some Sorting
  • It's All a Matter of Distance
  • Starting Over Again and Again