Linear Regression Methods — Full Lecture
0:00 / 10:26
What is Linear Regression?
0:00 - 0:52
Matrix Notation Refresher
0:52 - 1:50
Matrix Calculus Essentials
1:50 - 2:51
Deriving the Least Squares Solution
2:51 - 4:37
When Does the Solution Exist?
4:37 - 5:42
Generalized Linear Models (Basis Functions)
5:42 - 6:46
Ridge Regression
6:46 - 7:59
Probabilistic View: Maximum Likelihood
7:59 - 9:12
MAP Estimate → Ridge Regression
9:12 - 10:27