Course Information & Files
Class: MWF 1:50–2:40 PM
Room: Wells Hall A318
Grading, exam information, prerequisites, office hours, and course policies are provided in the syllabus.
Course Schedule
This page will be updated throughout the semester with lecture topics, lecture-note links, homework assignments, and due dates.
| Date | Topic | Lecture Notes | Homework | Due Date |
|---|---|---|---|---|
| Schedule will be posted and updated here. | ||||
| Aug. 31 | Data, vectorization, and affine functions | Lecture 1 | ||
| Sep. 2 | Layer and parameter count | Lecture 2 | ||
| Sep. 4 | Expressivity | Lecture 3 | Homework 1 | Sep. 11 |
| Sep. 9 | Span and Inner product | |||
| Sep. 11 | Norms | Lecture 4-5 | Homework 2 | Sep. 18 |
| Sep. 14 | Homework 1 | Homework1 _solution | ||
| Sep. 16 | Subspaces, Basis and Rank | Lecture 6 | ||
| Sep. 18 | Orthogonality, Orthonormal Basis and Gram-Schmidt | Lecture 7-8 | Homework 3 | Sep. 25 |
| Sep. 21 | QR decomposition | see the previous lecture note | ||
| Sep. 23 | Review | Lecture 9 | ||
| Sep. 25 | Sum of Subspaces | Lecture 10 | Homework 4 | Oct 2 | Sep. 28 | Sums of subspaces and more | Lecture 11 | Homework 3 solution | Oct. 2 | Orthogonal Projections | Lecture 12 | Homework 5 | Oct. 9 | Oct. 5 | Least Squares | Lecture 13 | Homework 4 solution | Oct. 7 | Fundamental Subspaces 1 | Lecture 14 | Oct. 9 | Fundamental Subspaces 2 | see the previous lecture note | Homework 6 | Oct. 16 | Oct. 12 | The Spectral Theorem | Homework 5 solution |
Please check this page regularly; dates and topics may be adjusted as the semester progresses.