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 24 | Introduction Agents Uniformed Searches Informed Searches |
Chapter 1 Chapter 2 Chapter 3 Chapter 4 |
PowerPoint PowerPoint PowerPoint PowerPoint |
| Week 2 | August 31 |
Dijkstra Algorithm Informed Searches |
Chapter 4 Games Sudoku |
PowerPoint PowerPoint PowerPoint |
| Week 3 | Sept 7 | Advesarial Search | Chapter 6 Sample Problems |
PowerPoint |
| Week 4 | Sept 14 | Logical Agents Puzzles, Exercises Propositional Logic Decision Trees |
Chapter 7 |
PowerPoint PowerPoint PowerPoint |
| Week 5 | Sept 21 | RS System Example RS Strategy Exercises Booklet |
||
| Week 6 | Sept 28 | Project Assignment | IS Project | |
| Week 7 | Oct 5 | Propositional Logic First-Order Logic |
Chapter 7 |
PowerPoint |
| Week 8 | Oct 12 | Review Solutions RS Example |
PDF |
|
| Week 9 | Oct 19 | Midterm Exam (on Canvas) | ||
| Week 10 | Oct 26 | First-Order Logic | Chapter 8 Exercises, Solutions Problem 10 Query Semantics |
PowerPoint PDF, PDF Word |
| Week 11 | Nov 2 | First-Order Logic | Chapter 9 Chapter 9 Exercises |
PowerPoint PowerPoint |
| Week 12 | Nov 9 | 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 13 Week 14 |
Nov 16 Nov 30 |
Recommender Systems (RS) Content-Based RS Knowledge Based RS RS in Healthcare RS in Business RS in Art |
PowerPoint PowerPoint PowerPoint PowerPoint PowerPoint |
|
| Week 15 | Dec 7 | Review | Link |
|
| Dec 9 | PROJECT DUE DATE Maximum 4 people on the team Project Rubric |
3-Dimensional Tic-tac-toe |
||
| Final | Dec 14 | Final Exam | Bioinf 217 | 11:00am-1:30pm |
| Association Rules | Video 1, Video 2 | Link | ||
ADDITIONAL Presentations/Software:
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