1.2.13. Week 13 - 11/17

Reading:

• 10. Principal Component Analysis (PCA)

• 11.1. Optimization

• 11.2. Data Interpolation

• 11.3. Numerical Differentiation

• 11.4. Numerical Integration

Video Lectures:

• Section 10.2 PCA Data Clustering of Food - 2024 (10:01)

• Section 10.3 - PCA for Recognition - 2024 (6:44)

• Introduction to Numerical Methods (1:49)

• Section 11.1 - Numerical Optimization (25:23)

• Section 11.2 - Data Interpolation - 2024 (5:54)

• Section 11.3 - Numerical Derivatives - 2024 (9:52)

• Section 11.4 - Numerical Integration - 2024 (22:09)

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