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1.2.12. Week 12 - 11/09¶

Reading:

    1. Singular Value Decomposition (SVD)

    1. Principal Component Analysis (PCA)

Videos:

  • Sections 9.0 and 9.1 - Introduction to SVD

  • Section 9.2 - How SVD Changes Vectors

  • Section 9.3 - Rank from the SVD

  • Section 9.4 - Condition Number

  • Section 9.5 - Fundamental Matrix Subspaces

  • Section 9.6 - Dimensionality Reduction

  • Section 9.7 - Over SVD Application - Alternate Projection

  • Chapter 10 - PCA

  • Chapter 10 - PCA for Recognition

Assignments:

  • Markov Matrix of Land Use

  • Video: Markov Matrix Homework assignment

  • System of Linear ODEs Homework

  • New Video: Systems of Linear ODEs Homework assignment

  • Progress Check Quizzes: 8.4, 8.5, Week 12 Progress Check Quiz Hints

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