Week 5: Hilbert spaces, kernels, and SVMs

DATA 442/642 · Week 5

Module 3 — Hilbert spaces, kernels, and SVMs

Notes

• 5.1 Hilbert Spaces(slides)
• 5.2 Kernel Ridge Regression(slides)
• 5.3 Support Vector Machines(slides)

Labs

• Lab 5(PDF)

Additional

• SVM as a QP(PDF)
• 6. Kernel methods(PDF)
• 7. Support vector machines(PDF)
• Twin SVM(PDF)
• SVM (technical remarks)(PDF)

Discussion

• What does the kernel trick avoid computing?
• Where do the support vectors appear in the SVM dual?