Schedule

Here is a tentative schedule for the course, the contents are subject to modifications.

Date Contents Slides Notes Deadlines
1-30-2020 Logistics
+
Background
Background
2-6-2020 Principal component analysis PCA PCA
2-13-2020 Principal component analysis
2-20-2020 Linear regression Linear regression Linear regression
2-27-2020 Linear regression
3-5-2020 Linear regression
(ridge regression, gradient descent)
Project proposal due
(March 1st at midnight)
3-12-2020 The frequency domain The frequency domain The frequency domain
3-26-2020 Midterm
4-2-2020 The frequency domain
4-9-2020 The frequency domain
4-16-2020 Stationarity Stationarity Stationarity
4-23-2020 Signal representations Signal representations Signal representations
4-30-2020 Sparse regression Sparse regression Sparse regression
5-7-2020 Project presentations Project due
May 15th at 11 pm