Lecture Number | Date | Topic | Slides | Readings |
---|---|---|---|---|
1 | 9/7/2023 | Logistics and Intro, Perceptron | PDF, PDF | Lecture 1 of Yaoliang's notes UML Section 9.1 ESL Section 4.5 |
2 | 9/12/2023 | Finish Perceptron | Same as last lecture | |
3 | 9/14/2023 | Start Linear Regression | UML Section 9.2, 11.2 ESL Section 3.2, 3.4, 7.10 ISL Section 3.1-3.2, 5.1, 6.2 Calculus derivation |
|
4 | 9/19/2023 | Finish Linear Regression, k-Nearest Neighbour Classification | PDF, PDF | UML Section 19 ESL Section 2.3.2, 13.3 ISL Section 2.2 |
5 | 5/21/2023 | Logistic Regression | UML Section 9.3 ESL Section 4.4 ISL Section 4.3 |
|
6 | 9/26/2023 | Hard-Margin Support Vector Machines | UML Section 15 ESL Section 12.1-12.3 ISL Section 9.1-9.2 |
|
7 | 9/28/2023 | Soft-Margin Support Vector Machines, start Kernels | Last lecture's SVM content UML Section 16 ESL Section 12.3 ISL Section 9.3 |