This course is no longer active and this site will no longer updated since December 14, 2018.
Discussion Materials for CS145, instructed by Yizhou Sun. More details on course website.
Discussion Slides
| Date | Content | Slides & Links |
|---|---|---|
| Oct. 5 | Math review (Basic linear algebra, probabilities, optimization) | Slides Week1, Math essentials |
| Oct. 12 | Linear Regression, Logistic Regression | Slides Week2 |
| Oct. 19 | Decision Tree, SVM | Slides Week3 |
| Oct. 26 | Neural Networks | Slides Week4 |
| Nov. 2 | kNN, Similarity Metrics, ROC, K-Means | Slides Week5 |
| Nov. 9 | Clustering: K-means, DB-SCAN | Slides Week6 |
| Nov. 30 | Apriori, FP-Growth, Association Rules & Pattern Evaluation, GSP, PrefixSpan | Slides Week9 |