1.2.13. Week 13 - 11/11ΒΆ
Reading:
Video Lectures:
- Sections 9. - Singular Value Decomposition (SVD) (23:02)
- Sections 9.2 - SVD Computational Issues (10:31)
- Section 9.3 - How SVD Changes a Vector (10:17)
- Section 9.4 - SVD Dimensionality Reduction (18:41)
- Section 9.5 - Four Fundamental Matrix Subspaces (8:37)
- Section 9.6 - Other Applications of SVD (7:58)
- Chapter 10 - Principal Component Analysis (PCA) (18:35)
- Section 10.1 - PCA Example (12:28)
- PCA Data Classification of Food (9:52)
Annotated notes:
- Singular Value Decomposition -
notes/SVD.pdf
- Principal Component Analysis -
notes/PCA.pdf
- PCA Data -
notes/PCA_data.pdf
Assignments:
- PCA Data Classification
- Video: PCA Homework assignment (9:57)
- Attendance Quizzes: AQ09_1, Week 13 Attendance Quiz Hints