Advanced Artificial Intelligence: Course Content
Introduction
Foundations
The Status of Knowledge
State Space Search
State Spaces
Environments and Problems
Production Systems
State Space Search Control
Game Search Control
Knowledge Representation
Knowledge Representation with Classical Logic
Propositional logic
1st order logic
Online KBs ...
SUMO
,
WordNet
,
Cyc
Conversion to CNF
(
FOF to CNF tables
)
Inference with resolution
Knowledge Representation with Non-classical Logic
Uncertain epistemic status
Imprecise assertional status
Taxonomies, ontologies, and knowledge bases
Machine Learning
Architecture
Decision Trees
Neural Networks
Genetic Algorithms