CS540, Summer 2024
Department of Computer Sciences
University of Wisconsin-Madison
| Date | Topic | Reading materials | Assignments | Due |
| Jun 18-19 | Statistics and Math Review, Natural Language Processing and Naive Bayes | L1 and RN23.1, 20.2 | A1 | Jul 1 |
| Jun 20-21 | Hierarchical Clustering, K Means Clustering | L2 and RN20.3 | A2 | Jul 1 |
| Jun 25-26 | Linear Algebra Review, Principal Component Analysis | L3 and RN21.7 | A3 | Jul 8 |
| Jun 27-28 | K-Nearest Neighbors, Decision Tree | L4 and RN19.3, 19.7 | A4 | Jul 15 |
| Jul 2-3 | Linear Regression, Logistic Regression | L5 and RN16.9 | - | - |
| Jul 4-5 | Neural Network, Gradient Descent, Support Vector Machine | L6 and RN21.1, 21.2 | A5 | Jul 29 |
| Jul 9-10 | Computer Vision, Convolutional and Recurrent Neural Network | L7 and RN25.3, 21.3 | - | - |
| Jul 11-12 | Midterm Review | - | - | - |
| Jul 16-17 | Breadth and Depth First Search, Iterative Deepening Search | L8 and RN3.3, 3.4 | - | - |
| Jul 18-19 | Midterm Exam | - | - | - |
| Jul 23-24 | Uniform Cost and Best First Greedy Search, A* Search | L9 and RN3.5, 3.6 | A6 | Jul 29 |
| Jul 25-26 | Hill-Climbing and Simulated Annealing, Genetic Algorithm | L10 and RN4.1 | A7 | Aug 5 |
| Jul 30-31 | Game Theory, Minimax and Alpha-Beta Pruning | L11 and RN5.1, 5.2 | - | - |
| Aug 1-2 | Final Review | - | - | - |
| Aug 6-7 | Markov Decision Process, Reinforcement Learning | L12 and RN22.2, 22.3 | A8 | Aug 5 |
| Aug 8-9 | Final Exam | - | - | - |
Last Updated: August 01, 2024 at 12:08 PM