CS540, Fall 2024
Department of Computer Sciences
University of Wisconsin-Madison
| Date | Topic | Fall 2023 | Summer 2024 |
| Sep 2 | Statistics and Math Review, Natural Language Processing and Naive Bayes | 1, 2 | 1 |
| Sep 9 | Linear Algebra Review, Principal Component Analysis | 1, 2 | 1 |
| Sep 16 | Hierarchical Clustering, K Means Clustering | 1, 2 | 1 |
| Sep 23 | K-Nearest Neighbors and Decision Trees, Support Vector Machines | 1 | 1 |
| Sep 30 | Linear Regression, Logistic Regression | 1, 2 | 1 |
| Oct 7 | Neural Network, Gradient Descent | 1, 2, 3 | 1 |
| Oct 14 | Computer Vision, Convolutional Neural Network | 1, 2, 3 | 1, 2 |
| Oct 21 | Midterm Exam Review | - | - |
| Oct 28 | Breadth and Depth First Search, Iterative Deepening Search | 1 | 1 |
| Nov 3 | Uniform Cost and Best First Greedy Search, A* Search | 1 | 1 |
| Nov 10 | Hill-Climbing and Simulated Annealing, Genetic Algorithm | 1 | 1 |
| Nov 17 | Markov Decision Process, Reinforcement Learning | 1, 2 | 1 |
| Nov 24 | Game Theory, Minimax and Alpha-Beta Pruning | 1, 2 | 1 |
| Dec 1 | Adversarial Machine Learning, Ethics and Trust in AI | 1 | - |
| Dec 9 | Final Exam Review | - | - |
Last Updated: August 29, 2024 at 1:34 AM