ABSTRACT

The notion of artificial intelligence (AI) often sparks thoughts of characters from science fiction, such as the Terminator and HAL 9000. While these two artificial entities do not exist, the algorithms of AI have been able to address many real issues, from performing medical diagnoses to navigating difficult terrain to monitoring possible failures

chapter 1|10 pages

Introduction to Artificial Intelligence

part I|2 pages

Logical Intelligence

chapter 2|48 pages

Propositional Logic

chapter 3|28 pages

First-Order Logic

chapter 4|12 pages

Certain Knowledge Representation

part II|2 pages

Probabilistic Intelligence

chapter 5|34 pages

Probability

chapter 6|40 pages

Uncertain Knowledge Representation

chapter 7|22 pages

Advanced Properties of Bayesian Network

chapter 8|66 pages

Decision Analysis

part III|2 pages

Emergent Intelligence

chapter 9|30 pages

Evolutionary Computation

chapter 10|12 pages

Swarm Intelligence

part IV|2 pages

Learning

chapter 11|20 pages

Learning Deterministic Models

chapter 12|20 pages

Learning Probabilistic Model Parameters

chapter 13|66 pages

Learning Probabilistic Model Structure

chapter 14|22 pages

More Learning

part V|2 pages

Language Understanding

chapter 15|26 pages

Natural Language Understanding