Textbook (suggested):
Artificial Intelligence, a Modern Approach
Stuart Russell, Peter Norvig
Prentice Hall Series in AI
Course Syllabus for ITCS 6150/8150
Agents
Search Algorithms (Uniformed, Informed, Adversarial)
Statistics for Data Science
Monte Carlo Methods & Markov Chain
Logical Agents
Puzzles
Knowledge Graphs
Rough Sets and Dempster-Shafer Theory
Propositional Logic
First-Order Logic
Resolution
Triangular Norms
Fuzzy Logic
Data Lakes
Machine Learning & Deep Learning
Large Language Models
Generative AI
Folksonomy
Recommender Systems
Recommender Systems in Business, Healthcare, Art
Date | Topic | Reading | Slides | |
---|---|---|---|---|
Week 1 | Jan 14 | Introduction Agents Uniformed Searches Informed Searches |
Chapter 1 Chapter 2 Chapter 3 Chapter 4 |
PowerPoint PowerPoint PowerPoint PowerPoint |
Week 2 | Jan 21 |
Dijkstra Algorithm Informed Searches |
Chapter 4 Games Sudoku |
PowerPoint PowerPoint PowerPoint |
Week 3 | Jan 28 | Advesarial Search, Chapter 6 Sample Problems Logical Agents, Chapter 7 |
Asynchronous |
PowerPoint |
Week 4 | Febr 4 | Puzzles, Exercises Rough Sets and DS Theory Propositional Logic |
Chapter 7 |
PDF PPT PowerPoint |
Week 5 | Febr 11 | Statistics for Data Science Monte Carlo Simulation Markov Chains Knowledge Graphs |
Asynchronous | Video Video Video1, Video2 Video |
Week 6 | Febr 18 | Exercises | Project | |
Week 7 | Febr 25 | Propositional Logic First-Order Logic |
Chapter 7 |
PowerPoint |
Week 8 | March 11 | Review Solutions |
Asynchronous | PDF |
Week 9 | March 18 | Midterm Exam | ||
Week 10 | March 25 | First-Order Logic | Chapter 8 Chapter 9 Exercises, Solutions |
PowerPoint PowerPoint PDF, PDF |
Week 11 | April 1 | First Order Logic Triangular norms ML & Deep Learning |
Asynchronous |
PowerPoint
Video |
Week 12 | April 8 | Resolution Strategies Fuzzy Logic Classification Trees(CT) Classification Rules (RSES) CT Example |
Lectures | Word PPT PowerPoint PowerPoint RTF |
Week 13 | April 15 | Large Language Models Data Lakes, Data Lakehouse Recommender Systems (RS) Content-Based RS |
Asynchronous | Video Video PowerPoint PowerPoint |
Week 14 | April 22 | Knowledge Based RS RS in Healthcare RS in Business Generative AI |
PowerPoint
PowerPoint PowerPoint Video |
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Week 15 | April 29 | Review | Asynchronous | Link |
April 30 | PROJECT DUE DATE Maximum 4 people on the team Project Rubric |
Will be posted later on |
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Final | May ?? | Final Exam | ||
Association Rules | Video 1, Video 2 | Link |
ADDITIONAL PRESENTATIONS
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