CS540 Introduction to Artificial Intelligence
CS540, Spring 2024
Department of Computer Sciences
University of Wisconsin–Madison
| Date | Topic | Reading materials | Assignments |
|---|---|---|---|
| Tuesday, Jan 23 | Welcome and Course Overview | Python Crash Course (self-study) Slides | |
| Thursday, Jan 25 | Probability | Slides | HW 1 Released |
| Tuesday, Jan 30 | Statistics and Linear Algebra | Slides | |
| Thursday, Feb 1 | Linear Algebra and PCA | Slides | HW 2 Released |
| Tuesday, Fed 6 | Introduction to Logic | Slides | HW 1 Due |
| Thursday, Fed 8 | Natural Language Processing | Slides | HW 2 Due, HW 3 Released |
| Tuesday, Fed 13 | Machine Learning: Introduction | Slides | |
| Thursday, Fed 15 | Machine Learning: Unsupervised Learning I | Slides | HW 3 Due, HW 4 Released |
| Tuesday, Fed 20 | Machine Learning: Unsupervised Learning II | Slides | |
| Thursday, Fed 22 | Machine Learning: Linear regression | Slides | HW 4 Due, HW 5 Released |
| Tuesday, Fed 27 | Machine Learning: K - Nearest Neighbors & Naive Bayes | Slides | |
| Thursday, Fed 29 | Machine Learning: Neural Networks I (Perceptron) | Slides | HW 5 Due, HW 6 Released |
| Tuesday, Mar 5 | Machine Learning: Neural Networks II | Slides | |
| Thursday, Mar 7 | Machine Learning: Neural Networks III | Slides | |
| Tuesday, Mar 12 | Midterm Review | Slides | |
| MIDTERM EXAM March 13th, 7:30 PM - 9:00 PM | |||
| Thursday, Mar 14 | Machine Learning: Deep Learning I | Slides | HW 6 Due, HW 7 Released |
| Tuesday, Mar 19 | Machine Learning: Deep Learning II | Slides | |
| Thursday, Mar 21 | Machine Learning: Deep Learning III | Slides | |
| Spring recess Mar 23-31 | |||
| Tuesday, Apr 2 | Machine Learning: Deep Learning and Neural Network's Summary | Slides | |
| Thursday, Apr 4 | Search I: Un-Informed search | Slides | |
| Tuesday, Apr 9 | Search II: Informed search | Slides | HW 7 Due, HW8 Released |
| Thursday, Apr 11 | Games - Part I | Slides | |
| Tuesday, Apr 16 | Games - Part II | Slides | HW 8 Due, HW9 Released |
| Thursday, Apr 18 | Introduction to Reinforcement Learning | Slides | |
| Tuesday, Apr 23 | Reinforcement Learning II | Slides | HW9 Due, HW10 Released |
| Thursday, Apr 25 | Advanced Search | Slides | |
| Tuesday, Apr 30 | Ethics and Trust in AI | Slides | HW10 Due |
| Thursday, May 2 | Review | Slides | |
| FINAL EXAM May 7th, 10:05 AM - 12:05 PM | |||