January 25: For Assignment 1 you must standardize the data in X. An update has been added to the assignment description.
January 20: Assignment 1 (A1) is now due Monday, January 30th, at 10 PM.
Lecture videos are available at this CS480 video recordings site.
| Week 1:|
Jan 17 - Jan 20
|Overview. Intro to machine learning. Python.|| 01 Course Overview,|
02 Matrices and Plotting,
| The Great A.I. Awakening, by Gideon Lewis-Krause, NYT, Dec 14, 2016.|
Section 1 of Scipy Lecture Notes
| Week 2:|
Jan 23 - Jan 27
|Probability distributions and regression.|| 03 Linear Regression,|
04 Gaussian Distributions
| Week 3:|
Jan 30 - Feb 3
|Probabilistic Linear Regression. Ridge regression. Data partitioning. On-line, incremental regression. Regression with fixed nonlinearities.|| 05 Fitting Gaussians,|
06 Probabilistic Linear Regression
|A1 Linear Regression due Monday, January 30th at 10:00 PM.|