CS540 Introduction to Artificial Intelligence
CS540, Fall 2022
Department of Computer Sciences
University of Wisconsin–Madison
| Date | Topic | Reading materials | Assignments |
|---|---|---|---|
| Thursday, Sep 8 | Welcome and Course Overview | Python Crash Course (self-study) Slides | HW1 Released (link to canvas) HW1 (pdf) |
| Tuesday, Sep 13 | Probability | Slides | |
| Thursday, Sep 15 | Linear Algebra and PCA | Slides | HW 2 Released |
| Tuesday, Sep 20 | Statistics and Math Review | Slides | |
| Thursday, Sep 22 | Introduction to Logic | Slides | HW1 Due and HW 2 Due, HW 3 Released |
| Tuesday, Sep 27 | Natural Language Processing | Slides | |
| Thursday, Sep 29 | Machine Learning: Introduction | Slides | |
| Tuesday, Oct 4 | Machine Learning: Unsupervised Learning I | Slides | HW3 DueHW 4 Released |
| Thursday, Oct 6 | Machine Learning: Unsupervised Learning II | Slides | |
| Tuesday, Oct 11 | Machine Learning: Linear regression | Slides | |
| Thursday, Oct 13 | Machine Learning: K - Nearest Neighbors & Naive Bayes | Slides | HW 4 Due, HW 5 Released |
| Tuesday, Oct 18 | Machine Learning: Neural Network I (Perceptron) | Slides | |
| Thursday, Oct 20 | Machine Learning: Neural Network II | Slides | HW 5 Due, HW 6 Released |
| Tuesday, Oct 25 | Machine Learning: Neural Network III | Slides | |
| Thursday, Oct 27 | Study Break for Midterm Exam (No Lecture) | ||
| MIDTERM EXAM OCTOBER 31 | |||
| Tuesday, Nov 1 | Machine Learning: Deep Learning I | Slides | |
| Thursday, Nov 3 | Machine Learning: Deep Learning II | Slides | HW 6 Due, HW 7 Released |
| Tuesday, Nov 8 | Machine Learning: Deep Learning III | Slides | |
| Thursday, Nov 10 | Machine Learning: Deep Learning and Neural Network's Summary | Slides | HW 7 Due |
| Tuesday, Nov 15 | Search I: Un-Informed search | Slides | HW 8 Released |
| Thursday, Nov 17 | Search II: Informed search | Slides | |
| Tuesday, Nov 22 | Game - Part I | Slides | HW 8 Due, HW 9 Released |
| Thanksgiving recess: Nov 24-Nov 27 | |||
| Tuesday, Nov 29 | Game - Part II | Slides | |
| Thursday, Dec 1 | Advanced Search | Slides | |
| Tuesday, Dec 6 | Introduction to Reinforcement Learning | Slides | HW 9 Due, HW 10 Released |
| Thursday, Dec 8 | Reinforcement Learning and Search Summary | Slides | |
| Tuesday, Dec 13 | Ethics and Trust in AI | HW 10 Due | |
| Final Exam: Dec 17, 7:25PM | |||