.. _week12:

Week 12 - 11/4
---------------

**Reading:**

    * 9. :ref:`SVD`

    * 10. :ref:`PCA`

**Video Lectures:**

    * `Sections 9.0 to 9.3 Introduction to the Singular Value Decomposition
      - 2024
      <https://mediasite.k-state.edu/mediasite/Play/ad21fafbadd7436c905c016637d302a31d>`_
      (23:59)

    * `Section 9.4 - SVD Dimensionality Reduction - 2024
      <https://mediasite.k-state.edu/mediasite/Play/5bbfbb6261bb444082138a0ad3b1e32b1d>`_
      (19:33)

    * `Section 9.5 - Four Fundamental Matrix Subspaces - 2024
      <https://mediasite.k-state.edu/mediasite/Play/33e0b18f3a1d47f98c98bc4bc05f34171d>`_
      (6:39)

    * `Section 9.5 - Four Fundamental Matrix Subspaces
      <https://mediasite.k-state.edu/mediasite/Play/d0143abb07ab415ca77b6307a2a9fcac1d>`_
      (8:37)

    * `Section 9.6 - Other Applications of SVD - 2024
      <https://mediasite.k-state.edu/mediasite/Play/97c088962a7b47dba6211d13868f32a51d>`_
      (10:16)

    * `Chapter 10 - Principal Component Analysis (PCA) - 2024
      <https://mediasite.k-state.edu/mediasite/Play/ec6e6b72040e494c9dca40a926feab261d>`_
      (13:30)

    * `Chapter 10 - Principal Component Analysis (PCA) 
      <https://mediasite.k-state.edu/mediasite/Play/6b9e3f095eaf41bd911a01ed1b4709d71d>`_
      (18:35)

    * `Section 10.1 - PCA for Data Analysis - 2024
      <https://mediasite.k-state.edu/mediasite/Play/4395aaa3e2584288bf0cd680192eb59e1d>`_
      (10:34)


**Assignments:**

    * :ref:`MarkovHW`

    * Video: `Markov Matrix Homework assignment 
      <https://mediasite.k-state.edu/mediasite/Play/9db6815df81f4c00952678a47973a70b1d>`_
      (13:03)

    * Video: `Markov Matrix Homework old assignment 
      <https://mediasite.k-state.edu/mediasite/Play/5d614e64f5c54077bdcc76ff800235fb1d>`_ 

    * :ref:`Sys_ODEHW`

    * Video: `Systems of Linear ODEs Homework assignment 
      <https://mediasite.k-state.edu/mediasite/Play/3e26cf373dcb4718bb6683630cb5f6cb1d>`_

    * Attendance Quizzes: AQ08_4, AQ08_5, :ref:`AQweek12`