Artificial Intelligence A Textbook

This textbook covers the broader field of artificial intelligence. The chapters for this textbook span within three categories: Deductive reasoning methods: These methods start with pre-defined hypotheses and reason with them in order to arrive at logically sound conclusions. The underlying methods...

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Bibliographic Details
Main Author: Aggarwal, Charu C.
Format: eBook
Language:English
Published: Cham Springer International Publishing 2021, 2021
Edition:1st ed. 2021
Subjects:
Online Access:
Collection: Springer eBooks 2005- - Collection details see MPG.ReNa
Table of Contents:
  • 1 An Introduction to Artificial Intelligence
  • 2 Searching State Spaces
  • 3 Multiagent Search
  • 4 Propositional Logic
  • 5 First-Order Logic
  • 6 Machine Learning: The Inductive View
  • 7 Neural Networks
  • 8 Domain-Specific Neural Architectures
  • 9 Unsupervised Learning
  • 10 Reinforcement Learning
  • 11 Probabilistic Graphical Models
  • 12 Knowledge Graphs
  • 13 Integrating Reasoning and Learning