Machine learning: Homework

Homework assignments #

Below are the homework assignments for each week. Problem numbers refer to the appropriate sections of this website.

Week 1: Due Thursday, January 29
Problems from §I.1.3
Problems from §I.1.4
Week 2: Due Thursday, February 5
Problems from §I.1.5
Problems from §I.1.7
Problems from §I.1.8
Problems from §I.1.9
Problems from §I.1.11
Week 3: Due Sunday, February 15
Problems from §I.2.2
Problems from §I.2.4
Problems from §I.2.5
Problems from §I.2.7
Week 4: Due Thursday, February 19
Problems from §I.2.9
Problems from §I.2.10
Week 5: Due Thursday, February 26
Problems from §I.2.8
Problems from §I.3.5
Problems from §I.3.1
Problems from §I.3.3
Week 6: Due Thursday, March 5
Problems from §I.3.4
Problems from §I.3.6
Problems from §I.3.2
Problems from §I.3.8
Problems from §I.3.7
Week 7: Due Thursday, March 26
Problems from §I.3.9
Problems from §II.1.2
Problems from §II.1.6
Problems from §II.1.7
Problems from §II.1.3
Week 8: Due Thursday, April 2
Problems from §II.1.4
Problems from §II.2.2
Problems from §II.2.1
Problems from §III.1.3

You should watch the following short videos on the singular value decomposition; take notes and be an active participant as you do. Pause, and try to answer questions as they arise.

Use the technique developed in the lectures to compute the SVD for the following matrices:

\[ \begin{pmatrix} 3 & 0\\ 0 & -2 \end{pmatrix} \;\;\; \begin{pmatrix} 2 & 0\\ 0 & 3 \end{pmatrix} \;\;\; \begin{pmatrix} 1 & 1\\ 0 & 0 \end{pmatrix} \;\;\; \begin{pmatrix} 1 & 1\\ 1 & 1 \end{pmatrix} \]



Week 9: Due Thursday, April 9
Problems from §II.2.4
Problems from §II.3.2
Problems from §II.1.8
Problems from §II.3.3
Week 10: Due Thursday, April 16
Problems from §II.3.1
Problems from §III.1.2