Textbooks (suggested):
Artificial Intelligence, a Modern Approach
Stuart Russell, Peter Norvig
Prentice Hall Series in AI
and
Logics for Computer Science
Anita Wasilewska
Springer
Course Syllabus for ITCS 6150/8150
Agents
Uniformed Searches
Informed Searches
A* Algorithm
Adversarial Searches
Logical Agents
Puzzles
Propositional Logic
First-Order Logic
Gentzen Systems (axioms, inference rules)
Godel's Completeness Theorem
Resolution
Knowledge Discovery
Knowledge Systems
Recommender Systems (Collaborative Filtering, Content Based)
Recommender Systems (Group, Knowledge Based, Hybrid)
Recommender Systems in Business
Recommender Systems in Healthcare & Art
Date | Topic | Reading | Slides | |
---|---|---|---|---|
Week 1 | August 26 | Introduction Agents Uniformed Searches Informed Searches |
Chapter 1 Chapter 2 Chapter 3 Chapter 4 |
PowerPoint PowerPoint PowerPoint PowerPoint |
Week 2 | Sept 2 |
Dijkstra Algorithm Informed Searches |
Chapter 4 Games Sudoku |
PowerPoint PowerPoint PowerPoint |
Week 3 | Sept 9 | Advesarial Search | Chapter 6 Sample Problems |
PowerPoint |
Week 4 | Sept 16 | Logical Agents Puzzles, Exercises Propositional Logic |
Chapter 7 |
PowerPoint PowerPoint |
Week 5 | Sept 30 | Project RS System Example RS Strategy Exercises Booklet |
||
Week 6 | Oct 7 | Propositional Logic First-Order Logic |
Chapter 7 |
PowerPoint |
Week 7 | Oct 14 | Review Solutions |
PDF |
|
Week 8 | Oct 21 | Midterm Exam | ||
Week 9 | Oct 28 | First-Order Logic | Chapter 8 Exercises, Solutions Query Semantics |
PowerPoint PDF, PDF Word |
Week 10 | Nov 4 | First-Order Logic | Chapter 9 Chapter 9 Exercises |
PowerPoint PowerPoint |
Week 11 | Nov 11 | First-Order Logic First Order Logic Classification Trees(CT) Classification Rules (RSES) CT Example |
Chapter 9 Resolution Strategies Rules Discovery Rules Discovery |
PowerPoint Word PowerPoint PowerPoint RTF |
Week 12 | Nov 18 | Recommender Systems (RS) Content-Based RS Knowledge Based RS RS in Healthcare RS in Business |
PowerPoint PowerPoint PowerPoint PowerPoint PowerPoint |
|
Week 13 | Dec 2 | Review | Link |
|
Dec 10 | PROJECT DUE DATE Maximum 4 people on the team Project Rubric |
RS System |
||
Final | Dec 16 | Final: Exam questions will be sent by email at 10:55am & also posted on Canvas | Internet: 11:00am - 1:30pm | |
Association Rules | Video 1, Video 2 | Link |
ADDITIONAL PRESENTATIONS
|
|