CS 404
Artificial Intelligence
We will cover the chapters that are in red. The chapters that are in pink will be covered as time permits.The coverage of the later chapters will be somewhat shallower (more of an exposure) than that of the traditional "core" material.
AIMA 2nd Edition
Chapters:
Part
I Artificial Intelligence
1 Introduction
2 Intelligent Agents
Part II Problem
Solving
3 Solving Problems by Searching
4 Informed Search and Exploration
5 Constraint Satisfaction Problems (pdf)
6 Adversarial Search
Part III
Knowledge and Reasoning
7 Logical Agents (pdf)
8 First-Order Logic
9 Inference in First-Order Logic
10
Knowledge Representation
Part IV Planning
11 Planning (pdf)
12 Planning and Acting in the Real World
Part V Uncertain Knowledge and Reasoning
13 Uncertainty
14 Probabilistic Reasoning
15 Probabilistic Reasoning Over Time
16 Making Simple Decisions
17 Making Complex Decisions
Part VI Learning
18 Learning from Observations
19 Knowledge in Learning
20 Statistical Learning
Methods (pdf)
21 Reinforcement Learning
Part
VII Communicating, Perceiving, and Acting
22 Communication
23 Probabilistic Language Processing
24 Perception
25 Robotics
Part VIII Conclusions
26 Philosophical
Foundations
27 AI: Present and Future