CS540, Summer 2024
Department of Computer Sciences
University of Wisconsin-Madison
| Date | Topic | Reading materials | Assignments | Due |
| May 20 | Statistics and Math Review, Natural Language Processing and Naive Bayes | W1 and RN23.1, 20.2 | A1 | Jun 3 |
| May 27 | - | - | - | - |
| Jun 3 | Linear Algebra Review, Principal Component Analysis, Clustering | W3 and RN20.3, 21.7 | A2 | Jun 17 |
| Jun 10 | K-Nearest Neighbors, Decision Tree | W4 and RN19.3, 19.7 | A3 | Jul 1 |
| Jun 17 | Linear Regression, Logistic Regression | W5 and RN16.9 | A4 | Jul 8 |
| Jun 24 | Neural Network, Gradient Descent, Support Vector Machine | W6 and RN21.1, 21.2 | - | - |
| Jul 1 | Computer Vision, Convolutional and Recurrent Neural Network | W7 and RN25.3, 21.3 | A5 | Jul 22 |
| Jul 8 | Midterm Exam | W8 and RN24.2, 24.4 | - | - |
| Jul 15 | Breadth and Depth First Search, Iterative Deepening Search | W9 and RN3.3, 3.4 | - | - |
| Jul 22 | Uniform Cost and Best First Greedy Search, A* Search | W10 and RN3.5, 3.6 | A6 | Jul 29 |
| Jul 29 | Hill-Climbing and Simulated Annealing, Genetic Algorithm | W10 and RN4.1 | A7 | Aug 12 |
| Aug 5 | Markov Decision Process, Reinforcement Learning | W11 and RN5.1, 5.2 | - | - |
| Aug 12 | Game Theory, Minimax and Alpha-Beta Pruning | W12 and RN22.2, 22.3 | A8 | Aug 12 |
| Aug 19 | Final Exam | - | - | - |
Last Updated: August 17, 2024 at 6:00 PM