Slides at https://ubc-cs.github.io/cpsc340/lectures/L21.pdf?raw=1
Notebook at https://github.com/UBC-CS/cpsc340/blob/master/lectures/L21demo.ipynb
Camera operated by Tanner Johnson. Content based on original course materials created by Mark Schmidt.
0:00 linear SVM minutiae
4:00 n-by-n normal equations
7:20 feature transformation demo
14:30 multi-dimensional polynomial basis
16:50 kernel trick
33:20 linear regression vs. kernel regression
34:55 Gaussian RBF kernel
36:50 kernel trick applications
41:25 RBF SVM hyperparameters demo
46:40 RBF SVM minutiae
48:55 summary